import requests
from zipfile import ZipFile
from io import BytesIO
import pandas as pd
import numpy as np
from google.colab import files
Need to upload the Zip Code or Contaminant (or UCMR3_5_Combo_with_ZIPCODES) csv file you want to use everytime this is run.
files.upload()
Saving small_UCMR_3_5_Combo_with_ZIPCODES.csv to small_UCMR_3_5_Combo_with_ZIPCODES (1).csv
{'small_UCMR_3_5_Combo_with_ZIPCODES (1).csv': b'CollectionDate,Contaminant,AnalyticalResultValue,ZIPCODE,Latitude,Longitude\n1426550400.0,"1,4-dioxane",0.0,6339,41.44408,-71.99851\n1426550400.0,chlorate,160.0,6339,41.44408,-71.99851\n1426550400.0,chromium,0.0,6339,41.44408,-71.99851\n1426550400.0,strontium,72.0,6339,41.44408,-71.99851\n1426550400.0,cobalt,0.0,6339,41.44408,-71.99851\n1426550400.0,molybdenum,0.0,6339,41.44408,-71.99851\n1426550400.0,vanadium,0.0,6339,41.44408,-71.99851\n1426550400.0,bromomethane,0.0,6339,41.44408,-71.99851\n1426550400.0,HCFC-22,0.0,6339,41.44408,-71.99851\n1426550400.0,chromium-6,0.0,6339,41.44408,-71.99851\n1426550400.0,PFOA,0.0,6339,41.44408,-71.99851\n1426550400.0,PFBS,0.0,6339,41.44408,-71.99851\n1426550400.0,PFHpA,0.0,6339,41.44408,-71.99851\n1426550400.0,PFHxS,0.0,6339,41.44408,-71.99851\n1426550400.0,PFNA,0.0,6339,41.44408,-71.99851\n1426550400.0,PFOS,0.0,6339,41.44408,-71.99851\n1426550400.0,Halon 1011,0.0,6339,41.44408,-71.99851\n1426550400.0,"1,2,3-trichloropropane",0.0,6339,41.44408,-71.99851\n1426550400.0,"1,3-butadiene",0.0,6339,41.44408,-71.99851\n1426550400.0,chloromethane,0.0,6339,41.44408,-71.99851\n1426550400.0,"1,1-dichloroethane",0.0,6339,41.44408,-71.99851\n1434585600.0,PFHxS,0.0,6339,41.44408,-71.99851\n1434585600.0,"1,3-butadiene",0.0,6339,41.44408,-71.99851\n1434585600.0,"1,2,3-trichloropropane",0.0,6339,41.44408,-71.99851\n1434585600.0,cobalt,0.0,6339,41.44408,-71.99851\n1434585600.0,chromium,0.0,6339,41.44408,-71.99851\n1434585600.0,chromium-6,0.0,6339,41.44408,-71.99851\n1434585600.0,chlorate,340.0,6339,41.44408,-71.99851\n1434585600.0,PFOA,0.0,6339,41.44408,-71.99851\n1434585600.0,vanadium,0.0,6339,41.44408,-71.99851\n1434585600.0,PFHpA,0.0,6339,41.44408,-71.99851\n1434585600.0,PFBS,0.0,6339,41.44408,-71.99851\n1434585600.0,"1,4-dioxane",0.0,6339,41.44408,-71.99851\n1434585600.0,chloromethane,0.0,6339,41.44408,-71.99851\n1434585600.0,molybdenum,0.0,6339,41.44408,-71.99851\n1434585600.0,PFNA,0.0,6339,41.44408,-71.99851\n1434585600.0,Halon 1011,0.0,6339,41.44408,-71.99851\n1434585600.0,"1,1-dichloroethane",0.0,6339,41.44408,-71.99851\n1434585600.0,strontium,66.0,6339,41.44408,-71.99851\n1434585600.0,PFOS,0.0,6339,41.44408,-71.99851\n1434585600.0,HCFC-22,0.0,6339,41.44408,-71.99851\n1434585600.0,bromomethane,0.0,6339,41.44408,-71.99851\n1444003200.0,vanadium,0.0,6339,41.44408,-71.99851\n1444003200.0,PFOS,0.0,6339,41.44408,-71.99851\n1444003200.0,"1,3-butadiene",0.0,6339,41.44408,-71.99851\n1444003200.0,"1,4-dioxane",0.0,6339,41.44408,-71.99851\n1444003200.0,Halon 1011,0.0,6339,41.44408,-71.99851\n1444003200.0,"1,2,3-trichloropropane",0.0,6339,41.44408,-71.99851\n1444003200.0,chloromethane,0.0,6339,41.44408,-71.99851\n1444003200.0,molybdenum,0.0,6339,41.44408,-71.99851\n1444003200.0,strontium,62.0,6339,41.44408,-71.99851\n1444003200.0,chromium,0.0,6339,41.44408,-71.99851\n1444003200.0,bromomethane,0.0,6339,41.44408,-71.99851\n1444003200.0,PFBS,0.0,6339,41.44408,-71.99851\n1444003200.0,chromium-6,0.04,6339,41.44408,-71.99851\n1444003200.0,HCFC-22,0.0,6339,41.44408,-71.99851\n1444003200.0,cobalt,0.0,6339,41.44408,-71.99851\n1444003200.0,"1,1-dichloroethane",0.0,6339,41.44408,-71.99851\n1444003200.0,PFOA,0.0,6339,41.44408,-71.99851\n1444003200.0,PFNA,0.0,6339,41.44408,-71.99851\n1444003200.0,PFHxS,0.0,6339,41.44408,-71.99851\n1444003200.0,PFHpA,0.0,6339,41.44408,-71.99851\n1444003200.0,chlorate,470.0,6339,41.44408,-71.99851\n1450137600.0,chloromethane,0.0,6339,41.44408,-71.99851\n1450137600.0,strontium,66.0,6339,41.44408,-71.99851\n1450137600.0,PFBS,0.0,6339,41.44408,-71.99851\n1450137600.0,vanadium,0.0,6339,41.44408,-71.99851\n1450137600.0,cobalt,0.0,6339,41.44408,-71.99851\n1450137600.0,chromium,0.0,6339,41.44408,-71.99851\n1450137600.0,chromium-6,0.0,6339,41.44408,-71.99851\n1450137600.0,chlorate,370.0,6339,41.44408,-71.99851\n1450137600.0,PFOA,0.0,6339,41.44408,-71.99851\n1450137600.0,PFNA,0.0,6339,41.44408,-71.99851\n1450137600.0,PFHxS,0.0,6339,41.44408,-71.99851\n1450137600.0,PFHpA,0.0,6339,41.44408,-71.99851\n1450137600.0,PFOS,0.0,6339,41.44408,-71.99851\n1450137600.0,"1,4-dioxane",0.0,6339,41.44408,-71.99851\n1450137600.0,HCFC-22,0.0,6339,41.44408,-71.99851\n1450137600.0,molybdenum,0.0,6339,41.44408,-71.99851\n1450137600.0,"1,3-butadiene",0.0,6339,41.44408,-71.99851\n1450137600.0,Halon 1011,0.0,6339,41.44408,-71.99851\n1450137600.0,"1,2,3-trichloropropane",0.0,6339,41.44408,-71.99851\n1450137600.0,"1,1-dichloroethane",0.0,6339,41.44408,-71.99851\n1450137600.0,bromomethane,0.0,6339,41.44408,-71.99851\n1426550400.0,molybdenum,0.0,6339,41.44408,-71.99851\n1426550400.0,chlorate,30.0,6339,41.44408,-71.99851\n1426550400.0,vanadium,0.2,6339,41.44408,-71.99851\n1426550400.0,chromium,0.2,6339,41.44408,-71.99851\n1426550400.0,cobalt,1.4,6339,41.44408,-71.99851\n1426550400.0,chromium-6,0.17,6339,41.44408,-71.99851\n1426550400.0,strontium,250.0,6339,41.44408,-71.99851\n1434585600.0,cobalt,1.5,6339,41.44408,-71.99851\n1434585600.0,molybdenum,0.0,6339,41.44408,-71.99851\n1434585600.0,chromium-6,0.14,6339,41.44408,-71.99851\n1434585600.0,vanadium,0.2,6339,41.44408,-71.99851\n1434585600.0,chromium,0.0,6339,41.44408,-71.99851\n1434585600.0,chlorate,110.0,6339,41.44408,-71.99851\n1434585600.0,strontium,270.0,6339,41.44408,-71.99851\n1444003200.0,chlorate,170.0,6339,41.44408,-71.99851\n1444003200.0,vanadium,0.2,6339,41.44408,-71.99851\n1444003200.0,chromium-6,0.06,6339,41.44408,-71.99851\n1444003200.0,chromium,0.0,6339,41.44408,-71.99851\n1444003200.0,molybdenum,0.0,6339,41.44408,-71.99851\n1444003200.0,strontium,260.0,6339,41.44408,-71.99851\n1444003200.0,cobalt,1.3,6339,41.44408,-71.99851\n1450137600.0,molybdenum,0.0,6339,41.44408,-71.99851\n1450137600.0,strontium,270.0,6339,41.44408,-71.99851\n1450137600.0,cobalt,1.4,6339,41.44408,-71.99851\n1450137600.0,chlorate,74.0,6339,41.44408,-71.99851\n1450137600.0,chromium-6,0.17,6339,41.44408,-71.99851\n1450137600.0,vanadium,0.2,6339,41.44408,-71.99851\n1450137600.0,chromium,0.2,6339,41.44408,-71.99851\n1415750400.0,chloromethane,0.0,48858,43.61483,-84.79576\n1415750400.0,molybdenum,2.0,48858,43.61483,-84.79576\n1415750400.0,bromomethane,0.0,48858,43.61483,-84.79576\n1415750400.0,PFNA,0.0,48858,43.61483,-84.79576\n1415750400.0,PFOS,0.0,48858,43.61483,-84.79576\n1415750400.0,PFOA,0.0,48858,43.61483,-84.79576\n1415750400.0,chromium-6,0.43,48858,43.61483,-84.79576\n1415750400.0,PFHpA,0.0,48858,43.61483,-84.79576\n1415750400.0,cobalt,0.0,48858,43.61483,-84.79576\n1415750400.0,chromium,0.5,48858,43.61483,-84.79576\n1415750400.0,vanadium,0.2,48858,43.61483,-84.79576\n1415750400.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1415750400.0,chlorate,200.0,48858,43.61483,-84.79576\n1415750400.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1415750400.0,PFHxS,0.0,48858,43.61483,-84.79576\n1415750400.0,strontium,290.0,48858,43.61483,-84.79576\n1415750400.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1415750400.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1415750400.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1415750400.0,PFBS,0.0,48858,43.61483,-84.79576\n1415750400.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1431475200.0,strontium,230.0,48858,43.61483,-84.79576\n1431475200.0,PFBS,0.0,48858,43.61483,-84.79576\n1431475200.0,PFNA,0.0,48858,43.61483,-84.79576\n1431475200.0,chromium,0.5,48858,43.61483,-84.79576\n1431475200.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1431475200.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1431475200.0,PFOS,0.0,48858,43.61483,-84.79576\n1431475200.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1431475200.0,chloromethane,0.0,48858,43.61483,-84.79576\n1431475200.0,cobalt,0.0,48858,43.61483,-84.79576\n1431475200.0,vanadium,0.2,48858,43.61483,-84.79576\n1431475200.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1431475200.0,bromomethane,0.0,48858,43.61483,-84.79576\n1431475200.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1431475200.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1431475200.0,molybdenum,2.2,48858,43.61483,-84.79576\n1431475200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1431475200.0,PFOA,0.0,48858,43.61483,-84.79576\n1431475200.0,chromium-6,0.45,48858,43.61483,-84.79576\n1431475200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1431475200.0,chlorate,260.0,48858,43.61483,-84.79576\n1415750400.0,chromium,1.0,48858,43.61483,-84.79576\n1415750400.0,strontium,640.0,48858,43.61483,-84.79576\n1415750400.0,molybdenum,2.7,48858,43.61483,-84.79576\n1415750400.0,vanadium,0.0,48858,43.61483,-84.79576\n1415750400.0,chromium-6,0.31,48858,43.61483,-84.79576\n1415750400.0,chlorate,410.0,48858,43.61483,-84.79576\n1415750400.0,cobalt,0.0,48858,43.61483,-84.79576\n1431475200.0,chromium-6,0.37,48858,43.61483,-84.79576\n1436313600.0,molybdenum,2.1,48858,43.61483,-84.79576\n1436313600.0,cobalt,0.0,48858,43.61483,-84.79576\n1436313600.0,chromium,0.5,48858,43.61483,-84.79576\n1436313600.0,strontium,260.0,48858,43.61483,-84.79576\n1431475200.0,chlorate,230.0,48858,43.61483,-84.79576\n1436313600.0,vanadium,0.2,48858,43.61483,-84.79576\n1426032000.0,PFHxS,0.0,35005,33.59215,-86.99833\n1426032000.0,tellurium,0.0,35005,33.59215,-86.99833\n1426032000.0,chromium,0.0,35005,33.59215,-86.99833\n1426032000.0,cobalt,0.0,35005,33.59215,-86.99833\n1426032000.0,chloromethane,0.0,35005,33.59215,-86.99833\n1426032000.0,molybdenum,0.0,35005,33.59215,-86.99833\n1426032000.0,vanadium,0.0,35005,33.59215,-86.99833\n1426032000.0,Halon 1011,0.0,35005,33.59215,-86.99833\n1426032000.0,n-propylbenzene,0.0,35005,33.59215,-86.99833\n1426032000.0,chromium-6,0.0565,35005,33.59215,-86.99833\n1426032000.0,germanium,0.0,35005,33.59215,-86.99833\n1426032000.0,PFHpA,0.0,35005,33.59215,-86.99833\n1426032000.0,"1,1-dichloroethane",0.0,35005,33.59215,-86.99833\n1426032000.0,"1,4-dioxane",0.163,35005,33.59215,-86.99833\n1426032000.0,sec-butylbenzene,0.0,35005,33.59215,-86.99833\n1426032000.0,PFBS,0.0,35005,33.59215,-86.99833\n1426032000.0,strontium,34.7,35005,33.59215,-86.99833\n1426032000.0,chlorate,80.5,35005,33.59215,-86.99833\n1426032000.0,"1,3-butadiene",0.0,35005,33.59215,-86.99833\n1426032000.0,manganese,0.0,35005,33.59215,-86.99833\n1426032000.0,PFOA,0.0,35005,33.59215,-86.99833\n1426032000.0,HCFC-22,0.0,35005,33.59215,-86.99833\n1426032000.0,PFNA,0.0,35005,33.59215,-86.99833\n1426032000.0,bromomethane,0.0,35005,33.59215,-86.99833\n1426032000.0,"1,2,3-trichloropropane",0.0,35005,33.59215,-86.99833\n1426032000.0,PFOS,0.0,35005,33.59215,-86.99833\n1434585600.0,PFHxS,0.0,35005,33.59215,-86.99833\n1434585600.0,tellurium,0.0,35005,33.59215,-86.99833\n1434585600.0,chromium,0.0,35005,33.59215,-86.99833\n1434585600.0,cobalt,0.0,35005,33.59215,-86.99833\n1434585600.0,chloromethane,0.0,35005,33.59215,-86.99833\n1434585600.0,molybdenum,2.7,35005,33.59215,-86.99833\n1434585600.0,Halon 1011,0.0,35005,33.59215,-86.99833\n1434585600.0,n-propylbenzene,0.0,35005,33.59215,-86.99833\n1434585600.0,chromium-6,0.1,35005,33.59215,-86.99833\n1434585600.0,germanium,0.0,35005,33.59215,-86.99833\n1434585600.0,chlorate,0.0,35005,33.59215,-86.99833\n1434585600.0,PFHpA,0.0,35005,33.59215,-86.99833\n1434585600.0,"1,1-dichloroethane",0.0,35005,33.59215,-86.99833\n1434585600.0,"1,4-dioxane",0.09,35005,33.59215,-86.99833\n1434585600.0,sec-butylbenzene,0.0,35005,33.59215,-86.99833\n1434585600.0,PFBS,0.0,35005,33.59215,-86.99833\n1434585600.0,vanadium,0.68,35005,33.59215,-86.99833\n1434585600.0,strontium,61.0,35005,33.59215,-86.99833\n1434585600.0,"1,3-butadiene",0.0,35005,33.59215,-86.99833\n1434585600.0,manganese,0.0,35005,33.59215,-86.99833\n1434585600.0,PFOA,0.0,35005,33.59215,-86.99833\n1434585600.0,"1,2,3-trichloropropane",0.0,35005,33.59215,-86.99833\n1434585600.0,HCFC-22,0.0,35005,33.59215,-86.99833\n1434585600.0,PFNA,0.0,35005,33.59215,-86.99833\n1434585600.0,bromomethane,0.0,35005,33.59215,-86.99833\n1434585600.0,PFOS,0.0,35005,33.59215,-86.99833\n1441843200.0,PFHxS,0.0,35005,33.59215,-86.99833\n1441843200.0,tellurium,0.0,35005,33.59215,-86.99833\n1441843200.0,chromium,0.0,35005,33.59215,-86.99833\n1441843200.0,cobalt,0.0,35005,33.59215,-86.99833\n1441843200.0,chloromethane,0.0,35005,33.59215,-86.99833\n1441843200.0,molybdenum,0.0,35005,33.59215,-86.99833\n1441843200.0,Halon 1011,0.0,35005,33.59215,-86.99833\n1441843200.0,n-propylbenzene,0.0,35005,33.59215,-86.99833\n1441843200.0,chromium-6,0.09,35005,33.59215,-86.99833\n1441843200.0,germanium,0.0,35005,33.59215,-86.99833\n1441843200.0,chlorate,0.0,35005,33.59215,-86.99833\n1441843200.0,PFHpA,0.0,35005,33.59215,-86.99833\n1441843200.0,"1,1-dichloroethane",0.0,35005,33.59215,-86.99833\n1441843200.0,"1,4-dioxane",0.0,35005,33.59215,-86.99833\n1441843200.0,sec-butylbenzene,0.0,35005,33.59215,-86.99833\n1441843200.0,vanadium,0.5,35005,33.59215,-86.99833\n1441843200.0,strontium,43.0,35005,33.59215,-86.99833\n1441843200.0,PFBS,0.0,35005,33.59215,-86.99833\n1441843200.0,"1,3-butadiene",0.0,35005,33.59215,-86.99833\n1441843200.0,PFOS,0.0,35005,33.59215,-86.99833\n1441843200.0,PFOA,0.0,35005,33.59215,-86.99833\n1441843200.0,"1,2,3-trichloropropane",0.0,35005,33.59215,-86.99833\n1441843200.0,HCFC-22,0.0,35005,33.59215,-86.99833\n1441843200.0,PFNA,0.0,35005,33.59215,-86.99833\n1441843200.0,bromomethane,0.0,35005,33.59215,-86.99833\n1441843200.0,manganese,1.1,35005,33.59215,-86.99833\n1449619200.0,PFHxS,0.0,35005,33.59215,-86.99833\n1449619200.0,tellurium,0.0,35005,33.59215,-86.99833\n1449619200.0,chromium,0.0,35005,33.59215,-86.99833\n1449619200.0,cobalt,0.0,35005,33.59215,-86.99833\n1449619200.0,"1,4-dioxane",0.18635,35005,33.59215,-86.99833\n1449619200.0,chloromethane,0.0,35005,33.59215,-86.99833\n1449619200.0,molybdenum,0.0,35005,33.59215,-86.99833\n1449619200.0,Halon 1011,0.0,35005,33.59215,-86.99833\n1449619200.0,n-propylbenzene,0.0,35005,33.59215,-86.99833\n1449619200.0,chromium-6,0.059,35005,33.59215,-86.99833\n1449619200.0,germanium,0.0,35005,33.59215,-86.99833\n1449619200.0,PFHpA,0.0,35005,33.59215,-86.99833\n1449619200.0,"1,1-dichloroethane",0.0,35005,33.59215,-86.99833\n1449619200.0,sec-butylbenzene,0.0,35005,33.59215,-86.99833\n1449619200.0,strontium,49.362,35005,33.59215,-86.99833\n1449619200.0,vanadium,0.217,35005,33.59215,-86.99833\n1449619200.0,PFBS,0.0,35005,33.59215,-86.99833\n1449619200.0,chlorate,59.187,35005,33.59215,-86.99833\n1449619200.0,"1,3-butadiene",0.0,35005,33.59215,-86.99833\n1449619200.0,PFOS,0.0,35005,33.59215,-86.99833\n1449619200.0,PFOA,0.0,35005,33.59215,-86.99833\n1449619200.0,"1,2,3-trichloropropane",0.0,35005,33.59215,-86.99833\n1449619200.0,HCFC-22,0.0,35005,33.59215,-86.99833\n1449619200.0,PFNA,0.0,35005,33.59215,-86.99833\n1449619200.0,bromomethane,0.0,35005,33.59215,-86.99833\n1449619200.0,manganese,1.08,35005,33.59215,-86.99833\n1426032000.0,chromium,0.0,35005,33.59215,-86.99833\n1426032000.0,tellurium,0.0,35005,33.59215,-86.99833\n1426032000.0,molybdenum,0.0,35005,33.59215,-86.99833\n1426032000.0,cobalt,0.0,35005,33.59215,-86.99833\n1426032000.0,chromium-6,0.0654,35005,33.59215,-86.99833\n1426032000.0,strontium,40.7,35005,33.59215,-86.99833\n1426032000.0,vanadium,0.0,35005,33.59215,-86.99833\n1426032000.0,chlorate,70.0,35005,33.59215,-86.99833\n1426032000.0,germanium,0.0,35005,33.59215,-86.99833\n1426032000.0,manganese,0.0,35005,33.59215,-86.99833\n1434585600.0,chromium,0.0,35005,33.59215,-86.99833\n1434585600.0,tellurium,0.0,35005,33.59215,-86.99833\n1434585600.0,cobalt,0.0,35005,33.59215,-86.99833\n1434585600.0,molybdenum,2.63,35005,33.59215,-86.99833\n1434585600.0,chromium-6,0.0838,35005,33.59215,-86.99833\n1434585600.0,vanadium,0.664,35005,33.59215,-86.99833\n1434585600.0,strontium,59.9,35005,33.59215,-86.99833\n1434585600.0,chlorate,0.0,35005,33.59215,-86.99833\n1434585600.0,germanium,0.0,35005,33.59215,-86.99833\n1434585600.0,manganese,0.0,35005,33.59215,-86.99833\n1441843200.0,tellurium,0.0,35005,33.59215,-86.99833\n1441843200.0,molybdenum,0.0,35005,33.59215,-86.99833\n1441843200.0,cobalt,0.0,35005,33.59215,-86.99833\n1441843200.0,chromium-6,0.1,35005,33.59215,-86.99833\n1441843200.0,vanadium,0.5,35005,33.59215,-86.99833\n1441843200.0,strontium,51.0,35005,33.59215,-86.99833\n1441843200.0,chlorate,78.0,35005,33.59215,-86.99833\n1441843200.0,germanium,0.0,35005,33.59215,-86.99833\n1441843200.0,chromium,0.0,35005,33.59215,-86.99833\n1441843200.0,manganese,1.1,35005,33.59215,-86.99833\n1449619200.0,tellurium,0.0,35005,33.59215,-86.99833\n1449619200.0,molybdenum,0.0,35005,33.59215,-86.99833\n1449619200.0,cobalt,0.0,35005,33.59215,-86.99833\n1449619200.0,chromium-6,0.055,35005,33.59215,-86.99833\n1449619200.0,strontium,46.111,35005,33.59215,-86.99833\n1449619200.0,vanadium,0.221,35005,33.59215,-86.99833\n1449619200.0,chlorate,72.724,35005,33.59215,-86.99833\n1449619200.0,germanium,0.0,35005,33.59215,-86.99833\n1449619200.0,chromium,0.0,35005,33.59215,-86.99833\n1449619200.0,manganese,0.0,35005,33.59215,-86.99833\n1376956800.0,vanadium,0.0,48858,43.61483,-84.79576\n1376956800.0,chlorate,770.0,48858,43.61483,-84.79576\n1376956800.0,chromium,0.4,48858,43.61483,-84.79576\n1376956800.0,strontium,410.0,48858,43.61483,-84.79576\n1376956800.0,cobalt,0.0,48858,43.61483,-84.79576\n1376956800.0,molybdenum,1.4,48858,43.61483,-84.79576\n1376956800.0,chromium-6,0.38,48858,43.61483,-84.79576\n1384819200.0,chromium,0.4,48858,43.61483,-84.79576\n1384819200.0,chlorate,440.0,48858,43.61483,-84.79576\n1384819200.0,chromium-6,0.38,48858,43.61483,-84.79576\n1384819200.0,cobalt,0.0,48858,43.61483,-84.79576\n1384819200.0,vanadium,0.0,48858,43.61483,-84.79576\n1384819200.0,molybdenum,1.3,48858,43.61483,-84.79576\n1384819200.0,strontium,200.0,48858,43.61483,-84.79576\n1393200000.0,chromium,0.4,48858,43.61483,-84.79576\n1393200000.0,cobalt,0.0,48858,43.61483,-84.79576\n1393200000.0,strontium,250.0,48858,43.61483,-84.79576\n1393200000.0,molybdenum,1.4,48858,43.61483,-84.79576\n1393200000.0,vanadium,0.0,48858,43.61483,-84.79576\n1393200000.0,chromium-6,0.42,48858,43.61483,-84.79576\n1393200000.0,chlorate,300.0,48858,43.61483,-84.79576\n1401753600.0,chromium-6,0.37,48858,43.61483,-84.79576\n1401753600.0,chlorate,250.0,48858,43.61483,-84.79576\n1401753600.0,cobalt,0.0,48858,43.61483,-84.79576\n1401753600.0,vanadium,0.3,48858,43.61483,-84.79576\n1401753600.0,strontium,400.0,48858,43.61483,-84.79576\n1401753600.0,chromium,0.4,48858,43.61483,-84.79576\n1401753600.0,molybdenum,1.3,48858,43.61483,-84.79576\n1376956800.0,strontium,470.0,48858,43.61483,-84.79576\n1376956800.0,PFOS,0.0,48858,43.61483,-84.79576\n1376956800.0,cobalt,0.0,48858,43.61483,-84.79576\n1376956800.0,PFNA,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1376956800.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376956800.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1376956800.0,bromomethane,0.0,48858,43.61483,-84.79576\n1376956800.0,chloromethane,0.0,48858,43.61483,-84.79576\n1376956800.0,chromium,0.3,48858,43.61483,-84.79576\n1376956800.0,PFOA,0.0,48858,43.61483,-84.79576\n1376956800.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1376956800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1376956800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1376956800.0,PFBS,0.0,48858,43.61483,-84.79576\n1376956800.0,vanadium,0.0,48858,43.61483,-84.79576\n1376956800.0,molybdenum,1.5,48858,43.61483,-84.79576\n1376956800.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1376956800.0,chromium-6,0.31,48858,43.61483,-84.79576\n1376956800.0,chlorate,680.0,48858,43.61483,-84.79576\n1384819200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1384819200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1384819200.0,PFBS,0.0,48858,43.61483,-84.79576\n1384819200.0,vanadium,0.2,48858,43.61483,-84.79576\n1384819200.0,molybdenum,1.4,48858,43.61483,-84.79576\n1384819200.0,cobalt,0.0,48858,43.61483,-84.79576\n1384819200.0,chromium,0.4,48858,43.61483,-84.79576\n1384819200.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1384819200.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1384819200.0,bromomethane,0.0,48858,43.61483,-84.79576\n1384819200.0,PFNA,0.0,48858,43.61483,-84.79576\n1384819200.0,PFOA,0.0,48858,43.61483,-84.79576\n1384819200.0,chlorate,350.0,48858,43.61483,-84.79576\n1384819200.0,strontium,170.0,48858,43.61483,-84.79576\n1384819200.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1384819200.0,chloromethane,0.0,48858,43.61483,-84.79576\n1384819200.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1384819200.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1384819200.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1384819200.0,chromium-6,0.42,48858,43.61483,-84.79576\n1384819200.0,PFOS,0.0,48858,43.61483,-84.79576\n1393200000.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1393200000.0,chromium-6,0.47,48858,43.61483,-84.79576\n1393200000.0,chlorate,270.0,48858,43.61483,-84.79576\n1393200000.0,strontium,230.0,48858,43.61483,-84.79576\n1393200000.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1393200000.0,vanadium,0.0,48858,43.61483,-84.79576\n1393200000.0,bromomethane,0.0,48858,43.61483,-84.79576\n1393200000.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1393200000.0,PFOS,0.0,48858,43.61483,-84.79576\n1393200000.0,chromium,0.5,48858,43.61483,-84.79576\n1393200000.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1393200000.0,PFOA,0.0,48858,43.61483,-84.79576\n1393200000.0,molybdenum,1.4,48858,43.61483,-84.79576\n1393200000.0,PFHxS,0.0,48858,43.61483,-84.79576\n1393200000.0,chloromethane,0.0,48858,43.61483,-84.79576\n1393200000.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1393200000.0,cobalt,0.0,48858,43.61483,-84.79576\n1393200000.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1393200000.0,PFNA,0.0,48858,43.61483,-84.79576\n1393200000.0,PFBS,0.0,48858,43.61483,-84.79576\n1393200000.0,PFHpA,0.0,48858,43.61483,-84.79576\n1401753600.0,chromium,0.5,48858,43.61483,-84.79576\n1401753600.0,strontium,220.0,48858,43.61483,-84.79576\n1401753600.0,PFHxS,0.0,48858,43.61483,-84.79576\n1401753600.0,PFBS,0.0,48858,43.61483,-84.79576\n1401753600.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1401753600.0,chromium-6,0.48,48858,43.61483,-84.79576\n1401753600.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1401753600.0,PFOA,0.0,48858,43.61483,-84.79576\n1401753600.0,PFOS,0.0,48858,43.61483,-84.79576\n1401753600.0,molybdenum,1.3,48858,43.61483,-84.79576\n1401753600.0,chlorate,300.0,48858,43.61483,-84.79576\n1401753600.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1401753600.0,PFNA,0.0,48858,43.61483,-84.79576\n1401753600.0,PFHpA,0.0,48858,43.61483,-84.79576\n1401753600.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1401753600.0,cobalt,0.0,48858,43.61483,-84.79576\n1401753600.0,vanadium,0.3,48858,43.61483,-84.79576\n1401753600.0,chloromethane,0.0,48858,43.61483,-84.79576\n1401753600.0,bromomethane,0.0,48858,43.61483,-84.79576\n1401753600.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1401753600.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376524800.0,molybdenum,1.0,48858,43.61483,-84.79576\n1376524800.0,chlorate,0.0,48858,43.61483,-84.79576\n1376524800.0,strontium,470.0,48858,43.61483,-84.79576\n1376524800.0,chromium,0.0,48858,43.61483,-84.79576\n1376524800.0,cobalt,0.0,48858,43.61483,-84.79576\n1378944000.0,chromium-6,0.19,48858,43.61483,-84.79576\n1376524800.0,vanadium,0.0,48858,43.61483,-84.79576\n1392768000.0,chromium,0.0,48858,43.61483,-84.79576\n1392768000.0,strontium,540.0,48858,43.61483,-84.79576\n1392768000.0,cobalt,0.0,48858,43.61483,-84.79576\n1392768000.0,vanadium,0.0,48858,43.61483,-84.79576\n1392768000.0,molybdenum,0.0,48858,43.61483,-84.79576\n1393372800.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392768000.0,chlorate,140.0,48858,43.61483,-84.79576\n1378771200.0,vanadium,0.0,48858,43.61483,-84.79576\n1378771200.0,strontium,460.0,48858,43.61483,-84.79576\n1378771200.0,cobalt,0.0,48858,43.61483,-84.79576\n1378771200.0,molybdenum,0.0,48858,43.61483,-84.79576\n1378339200.0,chromium-6,0.0,48858,43.61483,-84.79576\n1378771200.0,chromium,0.0,48858,43.61483,-84.79576\n1376956800.0,chlorate,170.0,48858,43.61483,-84.79576\n1392768000.0,vanadium,0.0,48858,43.61483,-84.79576\n1392768000.0,chromium,0.0,48858,43.61483,-84.79576\n1392768000.0,strontium,510.0,48858,43.61483,-84.79576\n1392768000.0,molybdenum,1.0,48858,43.61483,-84.79576\n1392768000.0,chlorate,69.0,48858,43.61483,-84.79576\n1392768000.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392768000.0,cobalt,0.0,48858,43.61483,-84.79576\n1376524800.0,molybdenum,0.0,48858,43.61483,-84.79576\n1376524800.0,chromium,0.0,48858,43.61483,-84.79576\n1376524800.0,cobalt,0.0,48858,43.61483,-84.79576\n1376524800.0,chlorate,580.0,48858,43.61483,-84.79576\n1376524800.0,vanadium,0.0,48858,43.61483,-84.79576\n1376524800.0,strontium,390.0,48858,43.61483,-84.79576\n1376524800.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392163200.0,molybdenum,0.0,48858,43.61483,-84.79576\n1392163200.0,strontium,500.0,48858,43.61483,-84.79576\n1392163200.0,chromium,0.0,48858,43.61483,-84.79576\n1392163200.0,vanadium,0.0,48858,43.61483,-84.79576\n1392163200.0,cobalt,0.0,48858,43.61483,-84.79576\n1392163200.0,chlorate,99.0,48858,43.61483,-84.79576\n1392163200.0,chromium-6,0.0,48858,43.61483,-84.79576\n1376524800.0,strontium,420.0,48858,43.61483,-84.79576\n1376524800.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1376524800.0,PFOA,0.0,48858,43.61483,-84.79576\n1376524800.0,cobalt,0.0,48858,43.61483,-84.79576\n1376524800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1376524800.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376524800.0,PFOS,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1376524800.0,chlorate,0.0,48858,43.61483,-84.79576\n1376524800.0,chloromethane,0.0,48858,43.61483,-84.79576\n1376524800.0,chromium,0.0,48858,43.61483,-84.79576\n1376524800.0,chromium-6,0.0,48858,43.61483,-84.79576\n1376524800.0,molybdenum,0.0,48858,43.61483,-84.79576\n1376524800.0,equilin,0.0,48858,43.61483,-84.79576\n1376524800.0,testosterone,0.0,48858,43.61483,-84.79576\n1376524800.0,estrone,0.0,48858,43.61483,-84.79576\n1376524800.0,estriol,0.0,48858,43.61483,-84.79576\n1376524800.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1376524800.0,PFBS,0.0,48858,43.61483,-84.79576\n1376524800.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1376524800.0,vanadium,0.0,48858,43.61483,-84.79576\n1376524800.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1376524800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1376524800.0,PFNA,0.0,48858,43.61483,-84.79576\n1376524800.0,bromomethane,0.0,48858,43.61483,-84.79576\n1376524800.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1392163200.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1392163200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1392163200.0,estriol,0.0,48858,43.61483,-84.79576\n1392163200.0,estrone,0.0,48858,43.61483,-84.79576\n1392163200.0,equilin,0.0,48858,43.61483,-84.79576\n1392163200.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1392163200.0,PFOS,0.0,48858,43.61483,-84.79576\n1392163200.0,molybdenum,0.0,48858,43.61483,-84.79576\n1392163200.0,PFOA,0.0,48858,43.61483,-84.79576\n1392163200.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392163200.0,chromium,0.0,48858,43.61483,-84.79576\n1392163200.0,PFNA,0.0,48858,43.61483,-84.79576\n1392163200.0,chloromethane,0.0,48858,43.61483,-84.79576\n1392163200.0,strontium,400.0,48858,43.61483,-84.79576\n1392163200.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1392163200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1392163200.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1392163200.0,testosterone,0.0,48858,43.61483,-84.79576\n1392163200.0,cobalt,0.0,48858,43.61483,-84.79576\n1392163200.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1392163200.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1392163200.0,chlorate,0.0,48858,43.61483,-84.79576\n1392163200.0,bromomethane,0.0,48858,43.61483,-84.79576\n1392163200.0,vanadium,0.0,48858,43.61483,-84.79576\n1392163200.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1392163200.0,PFBS,0.0,48858,43.61483,-84.79576\n1392163200.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1392163200.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376956800.0,chlorate,0.0,48858,43.61483,-84.79576\n1376956800.0,equilin,0.0,48858,43.61483,-84.79576\n1376956800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1376956800.0,testosterone,0.0,48858,43.61483,-84.79576\n1376956800.0,PFNA,0.0,48858,43.61483,-84.79576\n1376956800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1376956800.0,estriol,0.0,48858,43.61483,-84.79576\n1376956800.0,PFBS,0.0,48858,43.61483,-84.79576\n1376956800.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1376956800.0,PFOA,0.0,48858,43.61483,-84.79576\n1376956800.0,PFOS,0.0,48858,43.61483,-84.79576\n1376956800.0,estrone,0.0,48858,43.61483,-84.79576\n1376956800.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1376956800.0,chromium-6,0.0,48858,43.61483,-84.79576\n1376956800.0,chloromethane,0.0,48858,43.61483,-84.79576\n1376956800.0,bromomethane,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1376956800.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376956800.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1376956800.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1392768000.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1392768000.0,PFHxS,0.0,48858,43.61483,-84.79576\n1392768000.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1392768000.0,molybdenum,1.0,48858,43.61483,-84.79576\n1392768000.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392768000.0,vanadium,0.0,48858,43.61483,-84.79576\n1392768000.0,chromium,0.0,48858,43.61483,-84.79576\n1392768000.0,estriol,0.0,48858,43.61483,-84.79576\n1392768000.0,strontium,480.0,48858,43.61483,-84.79576\n1392768000.0,chloromethane,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1392768000.0,bromomethane,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1392768000.0,PFOA,0.0,48858,43.61483,-84.79576\n1392768000.0,PFNA,0.0,48858,43.61483,-84.79576\n1392768000.0,cobalt,0.0,48858,43.61483,-84.79576\n1392768000.0,chlorate,27.0,48858,43.61483,-84.79576\n1392768000.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1392768000.0,PFOS,0.0,48858,43.61483,-84.79576\n1392768000.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1392768000.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1392768000.0,PFBS,0.0,48858,43.61483,-84.79576\n1392768000.0,estrone,0.0,48858,43.61483,-84.79576\n1392768000.0,equilin,0.0,48858,43.61483,-84.79576\n1392768000.0,testosterone,0.0,48858,43.61483,-84.79576\n1392768000.0,PFHpA,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376524800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1376524800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1376524800.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1376524800.0,PFNA,0.0,48858,43.61483,-84.79576\n1376524800.0,strontium,470.0,48858,43.61483,-84.79576\n1376524800.0,testosterone,0.0,48858,43.61483,-84.79576\n1376524800.0,chromium-6,0.0,48858,43.61483,-84.79576\n1376524800.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1376524800.0,PFBS,0.0,48858,43.61483,-84.79576\n1376524800.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1376524800.0,chloromethane,0.0,48858,43.61483,-84.79576\n1376524800.0,bromomethane,0.0,48858,43.61483,-84.79576\n1376524800.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1376524800.0,estrone,0.0,48858,43.61483,-84.79576\n1376524800.0,PFOA,0.0,48858,43.61483,-84.79576\n1376524800.0,equilin,0.0,48858,43.61483,-84.79576\n1376524800.0,chromium,0.0,48858,43.61483,-84.79576\n1376524800.0,estriol,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1376524800.0,molybdenum,0.0,48858,43.61483,-84.79576\n1376524800.0,PFOS,0.0,48858,43.61483,-84.79576\n1376524800.0,chlorate,0.0,48858,43.61483,-84.79576\n1376524800.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1376524800.0,vanadium,0.0,48858,43.61483,-84.79576\n1376524800.0,cobalt,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1392768000.0,PFNA,0.0,48858,43.61483,-84.79576\n1392768000.0,vanadium,0.0,48858,43.61483,-84.79576\n1392768000.0,cobalt,0.0,48858,43.61483,-84.79576\n1392768000.0,chloromethane,0.0,48858,43.61483,-84.79576\n1392768000.0,molybdenum,0.0,48858,43.61483,-84.79576\n1392768000.0,PFHpA,0.0,48858,43.61483,-84.79576\n1392768000.0,estrone,0.0,48858,43.61483,-84.79576\n1392768000.0,testosterone,0.0,48858,43.61483,-84.79576\n1392768000.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1392768000.0,estriol,0.0,48858,43.61483,-84.79576\n1392768000.0,equilin,0.0,48858,43.61483,-84.79576\n1392768000.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1392768000.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1392768000.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392768000.0,strontium,540.0,48858,43.61483,-84.79576\n1392768000.0,chromium,0.0,48858,43.61483,-84.79576\n1392768000.0,bromomethane,0.0,48858,43.61483,-84.79576\n1392768000.0,PFOS,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1392768000.0,PFBS,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1392768000.0,PFOA,0.0,48858,43.61483,-84.79576\n1392768000.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1392768000.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1392768000.0,PFHxS,0.0,48858,43.61483,-84.79576\n1392768000.0,chlorate,0.0,48858,43.61483,-84.79576\n1539129600.0,ethoprop,0.0,48858,43.61483,-84.79576\n1539129600.0,tribufos,0.0,48858,43.61483,-84.79576\n1542585600.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1539129600.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1539129600.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1539129600.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1539129600.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1542585600.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1539129600.0,germanium,0.0,48858,43.61483,-84.79576\n1539129600.0,manganese,0.0,48858,43.61483,-84.79576\n1539129600.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1539129600.0,1-butanol,0.0,48858,43.61483,-84.79576\n1539129600.0,profenofos,0.0,48858,43.61483,-84.79576\n1539129600.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1542585600.0,quinoline,0.0,48858,43.61483,-84.79576\n1539129600.0,total permethrin,0.0,48858,43.61483,-84.79576\n1539129600.0,dimethipin,0.0,48858,43.61483,-84.79576\n1554249600.0,ethoprop,0.0,48858,43.61483,-84.79576\n1554249600.0,tribufos,0.0,48858,43.61483,-84.79576\n1554249600.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1554249600.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1554249600.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1554249600.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1554249600.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1554249600.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1554249600.0,germanium,0.0,48858,43.61483,-84.79576\n1554249600.0,manganese,0.0,48858,43.61483,-84.79576\n1554249600.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1554249600.0,1-butanol,0.0,48858,43.61483,-84.79576\n1554249600.0,profenofos,0.0,48858,43.61483,-84.79576\n1554249600.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1554249600.0,quinoline,0.0,48858,43.61483,-84.79576\n1554249600.0,total permethrin,0.0,48858,43.61483,-84.79576\n1554249600.0,dimethipin,0.0,48858,43.61483,-84.79576\n1539129600.0,HAA9,2.858,48858,43.61483,-84.79576\n1539129600.0,HAA6Br,2.858,48858,43.61483,-84.79576\n1539129600.0,HAA5,1.73,48858,43.61483,-84.79576\n1554249600.0,HAA9,6.903,48858,43.61483,-84.79576\n1554249600.0,HAA6Br,6.485,48858,43.61483,-84.79576\n1554249600.0,HAA5,3.01,48858,43.61483,-84.79576\n1539734400.0,HAA9,3.936,48858,43.61483,-84.79576\n1539734400.0,HAA6Br,2.516,48858,43.61483,-84.79576\n1539734400.0,HAA5,2.219,48858,43.61483,-84.79576\n1554249600.0,HAA9,3.476,48858,43.61483,-84.79576\n1554249600.0,HAA6Br,3.136,48858,43.61483,-84.79576\n1554249600.0,HAA5,2.095,48858,43.61483,-84.79576\n1520294400.0,ethoprop,0.0,56633,47.31957,-94.50911\n1520294400.0,tribufos,0.0,56633,47.31957,-94.50911\n1526342400.0,butylated hydroxyanisole,0.0,56633,47.31957,-94.50911\n1520294400.0,chlorpyrifos,0.0,56633,47.31957,-94.50911\n1520294400.0,alpha-hexachlorocyclohexane,0.0,56633,47.31957,-94.50911\n1520294400.0,oxyfluorfen,0.0,56633,47.31957,-94.50911\n1520294400.0,2-methoxyethanol,0.0,56633,47.31957,-94.50911\n1526342400.0,o-toluidine,0.0,56633,47.31957,-94.50911\n1520294400.0,germanium,0.0,56633,47.31957,-94.50911\n1520294400.0,manganese,0.0,56633,47.31957,-94.50911\n1520294400.0,tebuconazole,0.0,56633,47.31957,-94.50911\n1520294400.0,1-butanol,0.0,56633,47.31957,-94.50911\n1520294400.0,profenofos,0.0,56633,47.31957,-94.50911\n1520294400.0,2-propen-1-ol,0.0,56633,47.31957,-94.50911\n1526342400.0,quinoline,0.0,56633,47.31957,-94.50911\n1520294400.0,total permethrin,0.0,56633,47.31957,-94.50911\n1520294400.0,dimethipin,0.0,56633,47.31957,-94.50911\n1537920000.0,ethoprop,0.0,56633,47.31957,-94.50911\n1537920000.0,tribufos,0.0,56633,47.31957,-94.50911\n1537920000.0,butylated hydroxyanisole,0.0,56633,47.31957,-94.50911\n1537920000.0,chlorpyrifos,0.0,56633,47.31957,-94.50911\n1537920000.0,alpha-hexachlorocyclohexane,0.0,56633,47.31957,-94.50911\n1537920000.0,oxyfluorfen,0.0,56633,47.31957,-94.50911\n1536105600.0,2-methoxyethanol,0.0,56633,47.31957,-94.50911\n1537920000.0,o-toluidine,0.0,56633,47.31957,-94.50911\n1536105600.0,germanium,0.0,56633,47.31957,-94.50911\n1536105600.0,manganese,0.0,56633,47.31957,-94.50911\n1537920000.0,tebuconazole,0.0,56633,47.31957,-94.50911\n1536105600.0,1-butanol,0.0,56633,47.31957,-94.50911\n1537920000.0,profenofos,0.0,56633,47.31957,-94.50911\n1536105600.0,2-propen-1-ol,0.0,56633,47.31957,-94.50911\n1537920000.0,quinoline,0.0,56633,47.31957,-94.50911\n1537920000.0,total permethrin,0.0,56633,47.31957,-94.50911\n1537920000.0,dimethipin,0.0,56633,47.31957,-94.50911\n1520294400.0,HAA9,0.21,56633,47.31957,-94.50911\n1520294400.0,HAA6Br,0.0,56633,47.31957,-94.50911\n1520294400.0,HAA5,0.21,56633,47.31957,-94.50911\n1536105600.0,HAA9,0.0,56633,47.31957,-94.50911\n1536105600.0,HAA6Br,0.0,56633,47.31957,-94.50911\n1536105600.0,HAA5,0.0,56633,47.31957,-94.50911\n1520294400.0,HAA9,0.8,56633,47.31957,-94.50911\n1520294400.0,HAA6Br,0.45,56633,47.31957,-94.50911\n1520294400.0,HAA5,0.35,56633,47.31957,-94.50911\n1536105600.0,HAA9,0.5,56633,47.31957,-94.50911\n1536105600.0,HAA6Br,0.0,56633,47.31957,-94.50911\n1536105600.0,HAA5,0.5,56633,47.31957,-94.50911\n1519084800.0,total permethrin,0.0,35005,33.59215,-86.99833\n1519084800.0,1-butanol,0.0,35005,33.59215,-86.99833\n1519084800.0,profenofos,0.0,35005,33.59215,-86.99833\n1519084800.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1519084800.0,quinoline,0.0,35005,33.59215,-86.99833\n1519084800.0,dimethipin,0.0,35005,33.59215,-86.99833\n1528848000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1519084800.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1519084800.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1519084800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1519084800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1528848000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1519084800.0,manganese,0.0,35005,33.59215,-86.99833\n1519084800.0,germanium,0.0,35005,33.59215,-86.99833\n1519084800.0,tribufos,0.0,35005,33.59215,-86.99833\n1519084800.0,ethoprop,0.0,35005,33.59215,-86.99833\n1519084800.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1519084800.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1528848000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1527638400.0,total permethrin,0.0,35005,33.59215,-86.99833\n1527638400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1527638400.0,profenofos,0.0,35005,33.59215,-86.99833\n1527638400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1527638400.0,quinoline,0.0,35005,33.59215,-86.99833\n1527638400.0,dimethipin,0.0,35005,33.59215,-86.99833\n1527638400.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1527638400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1527638400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1527638400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1529971200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1527638400.0,manganese,0.0,35005,33.59215,-86.99833\n1527638400.0,germanium,0.0,35005,33.59215,-86.99833\n1527638400.0,tribufos,0.0,35005,33.59215,-86.99833\n1527638400.0,ethoprop,0.0,35005,33.59215,-86.99833\n1527638400.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1527638400.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1529971200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1527638400.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1539129600.0,total permethrin,0.0,35005,33.59215,-86.99833\n1535414400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1539129600.0,profenofos,0.0,35005,33.59215,-86.99833\n1535414400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1539734400.0,quinoline,0.0,35005,33.59215,-86.99833\n1539129600.0,dimethipin,0.0,35005,33.59215,-86.99833\n1531958400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1539129600.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1535414400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1539734400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1539734400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1531958400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1535414400.0,manganese,0.0,35005,33.59215,-86.99833\n1535414400.0,germanium,0.0,35005,33.59215,-86.99833\n1539129600.0,tribufos,0.0,35005,33.59215,-86.99833\n1539129600.0,ethoprop,0.0,35005,33.59215,-86.99833\n1539129600.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1539129600.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1531958400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1539129600.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1541635200.0,1-butanol,0.0,35005,33.59215,-86.99833\n1541635200.0,profenofos,0.0,35005,33.59215,-86.99833\n1541635200.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1544572800.0,quinoline,0.0,35005,33.59215,-86.99833\n1541635200.0,total permethrin,0.0,35005,33.59215,-86.99833\n1541635200.0,dimethipin,0.0,35005,33.59215,-86.99833\n1532476800.0,total microcystins,0.0,35005,33.59215,-86.99833\n1541635200.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1541635200.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1544572800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1544572800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1532476800.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1541635200.0,manganese,0.0,35005,33.59215,-86.99833\n1541635200.0,germanium,0.0,35005,33.59215,-86.99833\n1541635200.0,tribufos,0.0,35005,33.59215,-86.99833\n1541635200.0,ethoprop,0.0,35005,33.59215,-86.99833\n1541635200.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1541635200.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1532476800.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1541635200.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1533686400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1533686400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1533686400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1534982400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1534982400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1534982400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1536710400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1536710400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1536710400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1537920000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1537920000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1537920000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,1-butanol,0.0,35005,33.59215,-86.99833\n1522281600.0,profenofos,0.0,35005,33.59215,-86.99833\n1519084800.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1519084800.0,quinoline,0.0,35005,33.59215,-86.99833\n1522281600.0,total permethrin,0.0,35005,33.59215,-86.99833\n1522281600.0,dimethipin,0.0,35005,33.59215,-86.99833\n1528848000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1522281600.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1519084800.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1519084800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1519084800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1528848000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1519084800.0,manganese,1.4,35005,33.59215,-86.99833\n1519084800.0,germanium,0.0,35005,33.59215,-86.99833\n1522281600.0,tribufos,0.0,35005,33.59215,-86.99833\n1522281600.0,ethoprop,0.0,35005,33.59215,-86.99833\n1522281600.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1522281600.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1528848000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1522281600.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1527638400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1527638400.0,profenofos,0.0,35005,33.59215,-86.99833\n1527638400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1527638400.0,quinoline,0.0,35005,33.59215,-86.99833\n1527638400.0,total permethrin,0.0,35005,33.59215,-86.99833\n1527638400.0,dimethipin,0.0,35005,33.59215,-86.99833\n1529971200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1527638400.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1527638400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1527638400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1527638400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1529971200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1527638400.0,manganese,1.05,35005,33.59215,-86.99833\n1527638400.0,germanium,0.0,35005,33.59215,-86.99833\n1527638400.0,tribufos,0.0,35005,33.59215,-86.99833\n1527638400.0,ethoprop,0.0,35005,33.59215,-86.99833\n1527638400.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1527638400.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1529971200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1527638400.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1535414400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1539129600.0,profenofos,0.0,35005,33.59215,-86.99833\n1535414400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1535414400.0,quinoline,0.0,35005,33.59215,-86.99833\n1539129600.0,total permethrin,0.0,35005,33.59215,-86.99833\n1539129600.0,dimethipin,0.0,35005,33.59215,-86.99833\n1531267200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1539129600.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1535414400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1535414400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1535414400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1531267200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1535414400.0,manganese,3.34,35005,33.59215,-86.99833\n1535414400.0,germanium,0.0,35005,33.59215,-86.99833\n1539129600.0,tribufos,0.0,35005,33.59215,-86.99833\n1539129600.0,ethoprop,0.0,35005,33.59215,-86.99833\n1539129600.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1539129600.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1531267200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1539129600.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1541635200.0,1-butanol,0.0,35005,33.59215,-86.99833\n1542240000.0,profenofos,0.0,35005,33.59215,-86.99833\n1541635200.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1544572800.0,quinoline,0.0,35005,33.59215,-86.99833\n1542240000.0,total permethrin,0.0,35005,33.59215,-86.99833\n1542240000.0,dimethipin,0.0,35005,33.59215,-86.99833\n1532476800.0,total microcystins,0.0,35005,33.59215,-86.99833\n1542240000.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1541635200.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1544572800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1544572800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1532476800.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1541635200.0,manganese,1.12,35005,33.59215,-86.99833\n1541635200.0,germanium,0.0,35005,33.59215,-86.99833\n1542240000.0,tribufos,0.0,35005,33.59215,-86.99833\n1542240000.0,ethoprop,0.0,35005,33.59215,-86.99833\n1542240000.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1542240000.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1532476800.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1542240000.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1533686400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1533686400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1533686400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1534982400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1534982400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1534982400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1536710400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1536710400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1536710400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1537920000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1537920000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1537920000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,1-butanol,0.0,35005,33.59215,-86.99833\n1519084800.0,profenofos,0.0,35005,33.59215,-86.99833\n1519084800.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1519084800.0,quinoline,0.0,35005,33.59215,-86.99833\n1519084800.0,total permethrin,0.0,35005,33.59215,-86.99833\n1519084800.0,dimethipin,0.0,35005,33.59215,-86.99833\n1528848000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1519084800.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1519084800.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1519084800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1519084800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1528848000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1519084800.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1519084800.0,manganese,0.402,35005,33.59215,-86.99833\n1519084800.0,germanium,0.0,35005,33.59215,-86.99833\n1519084800.0,tribufos,0.0,35005,33.59215,-86.99833\n1519084800.0,ethoprop,0.0,35005,33.59215,-86.99833\n1519084800.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1528848000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1527638400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1527638400.0,profenofos,0.0,35005,33.59215,-86.99833\n1527638400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1527638400.0,quinoline,0.0,35005,33.59215,-86.99833\n1527638400.0,total permethrin,0.0,35005,33.59215,-86.99833\n1527638400.0,dimethipin,0.0,35005,33.59215,-86.99833\n1529971200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1527638400.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1527638400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1527638400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1527638400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1529971200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1527638400.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1527638400.0,manganese,0.0,35005,33.59215,-86.99833\n1527638400.0,germanium,0.0,35005,33.59215,-86.99833\n1527638400.0,tribufos,0.0,35005,33.59215,-86.99833\n1527638400.0,ethoprop,0.0,35005,33.59215,-86.99833\n1527638400.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1529971200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1527638400.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1535414400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1535414400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1535414400.0,quinoline,0.0,35005,33.59215,-86.99833\n1531267200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1535414400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1535414400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1535414400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1531267200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1535414400.0,manganese,2.44,35005,33.59215,-86.99833\n1535414400.0,germanium,0.0,35005,33.59215,-86.99833\n1531267200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1541635200.0,1-butanol,0.0,35005,33.59215,-86.99833\n1541635200.0,profenofos,0.0,35005,33.59215,-86.99833\n1541635200.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1544572800.0,quinoline,0.0,35005,33.59215,-86.99833\n1541635200.0,total permethrin,0.0,35005,33.59215,-86.99833\n1532476800.0,total microcystins,0.0,35005,33.59215,-86.99833\n1541635200.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1541635200.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1544572800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1544572800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1532476800.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1541635200.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1541635200.0,manganese,4.36,35005,33.59215,-86.99833\n1541635200.0,germanium,0.0,35005,33.59215,-86.99833\n1541635200.0,tribufos,0.0,35005,33.59215,-86.99833\n1541635200.0,ethoprop,0.0,35005,33.59215,-86.99833\n1541635200.0,dimethipin,0.0,35005,33.59215,-86.99833\n1541635200.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1532476800.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1541635200.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1533686400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1533686400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1533686400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1534982400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1534982400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1534982400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1536710400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1536710400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1536710400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1537920000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1537920000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1537920000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,1-butanol,0.0,35005,33.59215,-86.99833\n1519084800.0,profenofos,0.0,35005,33.59215,-86.99833\n1519084800.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1519084800.0,quinoline,0.0,35005,33.59215,-86.99833\n1519084800.0,total permethrin,0.0,35005,33.59215,-86.99833\n1519084800.0,dimethipin,0.0,35005,33.59215,-86.99833\n1528848000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1519084800.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1519084800.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1519084800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1519084800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1528848000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1519084800.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1519084800.0,manganese,0.518,35005,33.59215,-86.99833\n1519084800.0,germanium,0.0,35005,33.59215,-86.99833\n1519084800.0,tribufos,0.0,35005,33.59215,-86.99833\n1519084800.0,ethoprop,0.0,35005,33.59215,-86.99833\n1519084800.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1528848000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1527638400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1527638400.0,profenofos,0.0,35005,33.59215,-86.99833\n1527638400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1527638400.0,quinoline,0.0,35005,33.59215,-86.99833\n1527638400.0,total permethrin,0.0,35005,33.59215,-86.99833\n1527638400.0,dimethipin,0.0,35005,33.59215,-86.99833\n1529971200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1527638400.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1527638400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1527638400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1527638400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1529971200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1527638400.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1527638400.0,manganese,0.0,35005,33.59215,-86.99833\n1527638400.0,germanium,0.0,35005,33.59215,-86.99833\n1527638400.0,tribufos,0.0,35005,33.59215,-86.99833\n1527638400.0,ethoprop,0.0,35005,33.59215,-86.99833\n1527638400.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1529971200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1527638400.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1535414400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1539129600.0,profenofos,0.0,35005,33.59215,-86.99833\n1535414400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1535414400.0,quinoline,0.0,35005,33.59215,-86.99833\n1539129600.0,total permethrin,0.0,35005,33.59215,-86.99833\n1531267200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1539129600.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1535414400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1535414400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1535414400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1531267200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1539129600.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1535414400.0,manganese,1.25,35005,33.59215,-86.99833\n1535414400.0,germanium,0.0,35005,33.59215,-86.99833\n1539129600.0,tribufos,0.0,35005,33.59215,-86.99833\n1539129600.0,ethoprop,0.0,35005,33.59215,-86.99833\n1539129600.0,dimethipin,0.0,35005,33.59215,-86.99833\n1539129600.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1531267200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1539129600.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1541635200.0,1-butanol,0.0,35005,33.59215,-86.99833\n1541635200.0,profenofos,0.0,35005,33.59215,-86.99833\n1541635200.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1544572800.0,quinoline,0.0,35005,33.59215,-86.99833\n1541635200.0,total permethrin,0.0,35005,33.59215,-86.99833\n1532476800.0,total microcystins,0.0,35005,33.59215,-86.99833\n1541635200.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1541635200.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1544572800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1544572800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1532476800.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1541635200.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1541635200.0,manganese,0.469,35005,33.59215,-86.99833\n1541635200.0,germanium,0.0,35005,33.59215,-86.99833\n1541635200.0,tribufos,0.0,35005,33.59215,-86.99833\n1541635200.0,ethoprop,0.0,35005,33.59215,-86.99833\n1541635200.0,dimethipin,0.0,35005,33.59215,-86.99833\n1541635200.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1532476800.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1541635200.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1533686400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1533686400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1533686400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1534982400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1534982400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1534982400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1536710400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1536710400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1536710400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1537920000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1537920000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1537920000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,HAA5,11.939,35005,33.59215,-86.99833\n1519084800.0,HAA9,16.519,35005,33.59215,-86.99833\n1519084800.0,HAA6Br,5.019,35005,33.59215,-86.99833\n1527638400.0,HAA5,24.706,35005,33.59215,-86.99833\n1527638400.0,HAA9,31.547,35005,33.59215,-86.99833\n1527638400.0,HAA6Br,7.627,35005,33.59215,-86.99833\n1535414400.0,HAA5,24.472,35005,33.59215,-86.99833\n1535414400.0,HAA9,32.534,35005,33.59215,-86.99833\n1535414400.0,HAA6Br,8.564,35005,33.59215,-86.99833\n1541635200.0,HAA5,18.514,35005,33.59215,-86.99833\n1541635200.0,HAA9,24.757,35005,33.59215,-86.99833\n1541635200.0,HAA6Br,6.657,35005,33.59215,-86.99833\n1519084800.0,HAA5,22.137,35005,33.59215,-86.99833\n1519084800.0,HAA9,27.059,35005,33.59215,-86.99833\n1519084800.0,HAA6Br,5.299,35005,33.59215,-86.99833\n1527638400.0,HAA5,31.963,35005,33.59215,-86.99833\n1527638400.0,HAA9,38.356,35005,33.59215,-86.99833\n1527638400.0,HAA6Br,6.816,35005,33.59215,-86.99833\n1535414400.0,HAA5,21.725,35005,33.59215,-86.99833\n1535414400.0,HAA9,26.915,35005,33.59215,-86.99833\n1535414400.0,HAA6Br,5.555,35005,33.59215,-86.99833\n1541635200.0,HAA5,22.864,35005,33.59215,-86.99833\n1541635200.0,HAA9,28.022,35005,33.59215,-86.99833\n1541635200.0,HAA6Br,5.532,35005,33.59215,-86.99833\n1519084800.0,HAA5,14.354,35005,33.59215,-86.99833\n1519084800.0,HAA9,17.263,35005,33.59215,-86.99833\n1519084800.0,HAA6Br,3.223,35005,33.59215,-86.99833\n1527638400.0,HAA5,13.6,35005,33.59215,-86.99833\n1527638400.0,HAA9,16.41,35005,33.59215,-86.99833\n1527638400.0,HAA6Br,2.81,35005,33.59215,-86.99833\n1535414400.0,HAA5,16.02,35005,33.59215,-86.99833\n1535414400.0,HAA9,18.407,35005,33.59215,-86.99833\n1535414400.0,HAA6Br,2.387,35005,33.59215,-86.99833\n1541635200.0,HAA5,12.6,35005,33.59215,-86.99833\n1541635200.0,HAA9,15.124,35005,33.59215,-86.99833\n1541635200.0,HAA6Br,2.524,35005,33.59215,-86.99833\n1519084800.0,HAA5,17.78,35005,33.59215,-86.99833\n1519084800.0,HAA9,21.604,35005,33.59215,-86.99833\n1519084800.0,HAA6Br,3.824,35005,33.59215,-86.99833\n1527638400.0,HAA5,33.97,35005,33.59215,-86.99833\n1527638400.0,HAA9,38.4,35005,33.59215,-86.99833\n1527638400.0,HAA6Br,4.43,35005,33.59215,-86.99833\n1535414400.0,HAA5,24.64,35005,33.59215,-86.99833\n1535414400.0,HAA9,28.44,35005,33.59215,-86.99833\n1535414400.0,HAA6Br,3.8,35005,33.59215,-86.99833\n1541635200.0,HAA5,19.43,35005,33.59215,-86.99833\n1541635200.0,HAA9,22.53,35005,33.59215,-86.99833\n1541635200.0,HAA6Br,3.1,35005,33.59215,-86.99833\n1522627200.0,total permethrin,0.0,6339,41.44408,-71.99851\n1522627200.0,1-butanol,0.0,6339,41.44408,-71.99851\n1522627200.0,dimethipin,0.0,6339,41.44408,-71.99851\n1522627200.0,oxyfluorfen,0.0,6339,41.44408,-71.99851\n1522627200.0,quinoline,0.0,6339,41.44408,-71.99851\n1522627200.0,alpha-hexachlorocyclohexane,0.0,6339,41.44408,-71.99851\n1522627200.0,tebuconazole,0.0,6339,41.44408,-71.99851\n1522627200.0,2-methoxyethanol,0.0,6339,41.44408,-71.99851\n1522627200.0,o-toluidine,0.0,6339,41.44408,-71.99851\n1522627200.0,profenofos,0.0,6339,41.44408,-71.99851\n1522627200.0,tribufos,0.0,6339,41.44408,-71.99851\n1522627200.0,chlorpyrifos,0.0,6339,41.44408,-71.99851\n1522627200.0,butylated hydroxyanisole,0.0,6339,41.44408,-71.99851\n1522627200.0,2-propen-1-ol,0.0,6339,41.44408,-71.99851\n1522627200.0,manganese,4.976,6339,41.44408,-71.99851\n1522627200.0,ethoprop,0.0,6339,41.44408,-71.99851\n1522627200.0,germanium,0.0,6339,41.44408,-71.99851\n1528070400.0,total permethrin,0.0,6339,41.44408,-71.99851\n1528070400.0,1-butanol,0.0,6339,41.44408,-71.99851\n1528070400.0,dimethipin,0.0,6339,41.44408,-71.99851\n1528070400.0,oxyfluorfen,0.0,6339,41.44408,-71.99851\n1528070400.0,quinoline,0.0,6339,41.44408,-71.99851\n1528070400.0,alpha-hexachlorocyclohexane,0.0,6339,41.44408,-71.99851\n1528070400.0,tebuconazole,0.0,6339,41.44408,-71.99851\n1528070400.0,2-methoxyethanol,0.0,6339,41.44408,-71.99851\n1528070400.0,o-toluidine,0.0,6339,41.44408,-71.99851\n1528070400.0,profenofos,0.0,6339,41.44408,-71.99851\n1528070400.0,tribufos,0.0,6339,41.44408,-71.99851\n1528070400.0,chlorpyrifos,0.0,6339,41.44408,-71.99851\n1528070400.0,butylated hydroxyanisole,0.0,6339,41.44408,-71.99851\n1528070400.0,2-propen-1-ol,0.0,6339,41.44408,-71.99851\n1528070400.0,manganese,18.045,6339,41.44408,-71.99851\n1528070400.0,ethoprop,0.0,6339,41.44408,-71.99851\n1528070400.0,germanium,0.0,6339,41.44408,-71.99851\n1536019200.0,total permethrin,0.0,6339,41.44408,-71.99851\n1536019200.0,1-butanol,0.0,6339,41.44408,-71.99851\n1536019200.0,dimethipin,0.0,6339,41.44408,-71.99851\n1536019200.0,oxyfluorfen,0.0,6339,41.44408,-71.99851\n1536019200.0,quinoline,0.0,6339,41.44408,-71.99851\n1536019200.0,alpha-hexachlorocyclohexane,0.0,6339,41.44408,-71.99851\n1536019200.0,tebuconazole,0.0,6339,41.44408,-71.99851\n1536019200.0,2-methoxyethanol,0.0,6339,41.44408,-71.99851\n1536019200.0,o-toluidine,0.0,6339,41.44408,-71.99851\n1536019200.0,profenofos,0.0,6339,41.44408,-71.99851\n1536019200.0,tribufos,0.0,6339,41.44408,-71.99851\n1536019200.0,chlorpyrifos,0.0,6339,41.44408,-71.99851\n1536019200.0,butylated hydroxyanisole,0.0,6339,41.44408,-71.99851\n1536019200.0,2-propen-1-ol,0.0,6339,41.44408,-71.99851\n1536019200.0,manganese,27.482,6339,41.44408,-71.99851\n1536019200.0,ethoprop,0.0,6339,41.44408,-71.99851\n1536019200.0,germanium,0.0,6339,41.44408,-71.99851\n1543881600.0,total permethrin,0.0,6339,41.44408,-71.99851\n1543881600.0,1-butanol,0.0,6339,41.44408,-71.99851\n1543881600.0,dimethipin,0.0,6339,41.44408,-71.99851\n1543881600.0,oxyfluorfen,0.0,6339,41.44408,-71.99851\n1550620800.0,quinoline,0.0,6339,41.44408,-71.99851\n1543881600.0,alpha-hexachlorocyclohexane,0.0,6339,41.44408,-71.99851\n1543881600.0,tebuconazole,0.0,6339,41.44408,-71.99851\n1543881600.0,2-methoxyethanol,0.0,6339,41.44408,-71.99851\n1550620800.0,o-toluidine,0.0,6339,41.44408,-71.99851\n1543881600.0,profenofos,0.0,6339,41.44408,-71.99851\n1543881600.0,tribufos,0.0,6339,41.44408,-71.99851\n1543881600.0,chlorpyrifos,0.0,6339,41.44408,-71.99851\n1550620800.0,butylated hydroxyanisole,0.0,6339,41.44408,-71.99851\n1543881600.0,2-propen-1-ol,0.0,6339,41.44408,-71.99851\n1543881600.0,manganese,8.949,6339,41.44408,-71.99851\n1543881600.0,ethoprop,0.0,6339,41.44408,-71.99851\n1543881600.0,germanium,0.0,6339,41.44408,-71.99851\n1522627200.0,HAA6Br,11.408,6339,41.44408,-71.99851\n1522627200.0,HAA9,40.535,6339,41.44408,-71.99851\n1522627200.0,HAA5,29.643,6339,41.44408,-71.99851\n1528070400.0,HAA6Br,10.543,6339,41.44408,-71.99851\n1528070400.0,HAA9,52.079,6339,41.44408,-71.99851\n1528070400.0,HAA5,42.602,6339,41.44408,-71.99851\n1536019200.0,HAA6Br,8.943,6339,41.44408,-71.99851\n1536019200.0,HAA9,23.006,6339,41.44408,-71.99851\n1536019200.0,HAA5,15.501,6339,41.44408,-71.99851\n1543881600.0,HAA6Br,11.502,6339,41.44408,-71.99851\n1543881600.0,HAA9,29.425,6339,41.44408,-71.99851\n1543881600.0,HAA5,19.545,6339,41.44408,-71.99851\n1522627200.0,HAA6Br,10.822,6339,41.44408,-71.99851\n1522627200.0,HAA9,36.732,6339,41.44408,-71.99851\n1522627200.0,HAA5,26.422,6339,41.44408,-71.99851\n1528070400.0,HAA6Br,11.057,6339,41.44408,-71.99851\n1528070400.0,HAA9,52.347,6339,41.44408,-71.99851\n1528070400.0,HAA5,42.34,6339,41.44408,-71.99851\n1536019200.0,HAA6Br,9.137,6339,41.44408,-71.99851\n1536019200.0,HAA9,27.152,6339,41.44408,-71.99851\n1536019200.0,HAA5,19.231,6339,41.44408,-71.99851\n1543881600.0,HAA6Br,11.277,6339,41.44408,-71.99851\n1543881600.0,HAA9,32.134,6339,41.44408,-71.99851\n1543881600.0,HAA5,22.223,6339,41.44408,-71.99851\n1546473600.0,HAA9,19.1,48858,43.61483,-84.79576\n1546473600.0,HAA5,9.5,48858,43.61483,-84.79576\n1546473600.0,HAA6Br,11.8,48858,43.61483,-84.79576\n1562025600.0,HAA9,17.13,48858,43.61483,-84.79576\n1562025600.0,HAA5,6.83,48858,43.61483,-84.79576\n1562025600.0,HAA6Br,12.63,48858,43.61483,-84.79576\n1570579200.0,HAA9,25.52,48858,43.61483,-84.79576\n1570579200.0,HAA5,12.92,48858,43.61483,-84.79576\n1570579200.0,HAA6Br,17.82,48858,43.61483,-84.79576\n1546473600.0,HAA9,24.37,48858,43.61483,-84.79576\n1546473600.0,HAA5,15.27,48858,43.61483,-84.79576\n1546473600.0,HAA6Br,12.27,48858,43.61483,-84.79576\n1562025600.0,HAA9,21.73,48858,43.61483,-84.79576\n1562025600.0,HAA5,10.23,48858,43.61483,-84.79576\n1562025600.0,HAA6Br,16.03,48858,43.61483,-84.79576\n1570579200.0,HAA9,24.19,48858,43.61483,-84.79576\n1570579200.0,HAA5,12.69,48858,43.61483,-84.79576\n1570579200.0,HAA6Br,15.69,48858,43.61483,-84.79576\n1546473600.0,HAA9,26.21,48858,43.61483,-84.79576\n1546473600.0,HAA5,14.81,48858,43.61483,-84.79576\n1546473600.0,HAA6Br,14.41,48858,43.61483,-84.79576\n1562025600.0,HAA9,21.45,48858,43.61483,-84.79576\n1562025600.0,HAA5,9.85,48858,43.61483,-84.79576\n1562025600.0,HAA6Br,15.85,48858,43.61483,-84.79576\n1570579200.0,HAA9,24.76,48858,43.61483,-84.79576\n1570579200.0,HAA5,12.96,48858,43.61483,-84.79576\n1570579200.0,HAA6Br,15.96,48858,43.61483,-84.79576\n1546473600.0,HAA9,26.99,48858,43.61483,-84.79576\n1546473600.0,HAA5,15.29,48858,43.61483,-84.79576\n1546473600.0,HAA6Br,14.89,48858,43.61483,-84.79576\n1562025600.0,HAA9,22.85,48858,43.61483,-84.79576\n1562025600.0,HAA5,11.05,48858,43.61483,-84.79576\n1562025600.0,HAA6Br,16.35,48858,43.61483,-84.79576\n1570579200.0,HAA9,25.87,48858,43.61483,-84.79576\n1570579200.0,HAA5,13.77,48858,43.61483,-84.79576\n1570579200.0,HAA6Br,16.37,48858,43.61483,-84.79576\n1546473600.0,profenofos,0.0,48858,43.61483,-84.79576\n1546473600.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1546473600.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1546473600.0,quinoline,0.0,48858,43.61483,-84.79576\n1546473600.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1546473600.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1546473600.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1557273600.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1546473600.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1546473600.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1546473600.0,ethoprop,0.0,48858,43.61483,-84.79576\n1546473600.0,manganese,0.61,48858,43.61483,-84.79576\n1546473600.0,germanium,0.0,48858,43.61483,-84.79576\n1557273600.0,total microcystins,0.0,48858,43.61483,-84.79576\n1546473600.0,total permethrin,0.0,48858,43.61483,-84.79576\n1546473600.0,1-butanol,0.0,48858,43.61483,-84.79576\n1546473600.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1546473600.0,tribufos,0.0,48858,43.61483,-84.79576\n1546473600.0,dimethipin,0.0,48858,43.61483,-84.79576\n1557273600.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1558310400.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1558310400.0,total microcystins,0.0,48858,43.61483,-84.79576\n1558310400.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1562025600.0,profenofos,0.0,48858,43.61483,-84.79576\n1562025600.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1562025600.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1562025600.0,quinoline,0.0,48858,43.61483,-84.79576\n1562025600.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1562025600.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1562025600.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1559692800.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1562025600.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1562025600.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1562025600.0,ethoprop,0.0,48858,43.61483,-84.79576\n1562025600.0,manganese,1.3,48858,43.61483,-84.79576\n1562025600.0,germanium,0.0,48858,43.61483,-84.79576\n1559692800.0,total microcystins,0.0,48858,43.61483,-84.79576\n1562025600.0,total permethrin,0.0,48858,43.61483,-84.79576\n1562025600.0,1-butanol,0.0,48858,43.61483,-84.79576\n1562025600.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1562025600.0,tribufos,0.0,48858,43.61483,-84.79576\n1562025600.0,dimethipin,0.0,48858,43.61483,-84.79576\n1559692800.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1570579200.0,profenofos,0.0,48858,43.61483,-84.79576\n1570579200.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1570579200.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1570579200.0,quinoline,0.0,48858,43.61483,-84.79576\n1570579200.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1570579200.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1570579200.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1560816000.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1570579200.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1570579200.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1570579200.0,ethoprop,0.0,48858,43.61483,-84.79576\n1570579200.0,manganese,0.0,48858,43.61483,-84.79576\n1570579200.0,germanium,0.0,48858,43.61483,-84.79576\n1560816000.0,total microcystins,0.0,48858,43.61483,-84.79576\n1570579200.0,total permethrin,0.0,48858,43.61483,-84.79576\n1570579200.0,1-butanol,0.0,48858,43.61483,-84.79576\n1570579200.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1570579200.0,tribufos,0.0,48858,43.61483,-84.79576\n1570579200.0,dimethipin,0.0,48858,43.61483,-84.79576\n1560816000.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1562025600.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1562025600.0,total microcystins,0.0,48858,43.61483,-84.79576\n1562025600.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1563148800.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1563148800.0,total microcystins,0.0,48858,43.61483,-84.79576\n1563148800.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1564963200.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1564963200.0,total microcystins,0.0,48858,43.61483,-84.79576\n1564963200.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1566259200.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1566259200.0,total microcystins,0.0,48858,43.61483,-84.79576\n1566259200.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1583712000.0,manganese,2.5,48858,43.61483,-84.79576\n1583712000.0,total permethrin,0.0,48858,43.61483,-84.79576\n1583712000.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1583712000.0,tribufos,0.0,48858,43.61483,-84.79576\n1583712000.0,germanium,0.0,48858,43.61483,-84.79576\n1583712000.0,quinoline,0.0,48858,43.61483,-84.79576\n1583712000.0,1-butanol,0.0,48858,43.61483,-84.79576\n1583712000.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1583712000.0,dimethipin,0.0,48858,43.61483,-84.79576\n1583712000.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1583712000.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1583712000.0,profenofos,0.0,48858,43.61483,-84.79576\n1583712000.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1583712000.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1583712000.0,ethoprop,0.0,48858,43.61483,-84.79576\n1583712000.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1583712000.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1600128000.0,HAA5,2.5,48858,43.61483,-84.79576\n1600128000.0,HAA9,4.2,48858,43.61483,-84.79576\n1600128000.0,HAA6Br,3.2,48858,43.61483,-84.79576\n1600128000.0,HAA5,5.6,48858,43.61483,-84.79576\n1600128000.0,HAA9,15.8,48858,43.61483,-84.79576\n1600128000.0,HAA6Br,11.4,48858,43.61483,-84.79576\n1583712000.0,manganese,52.4,48858,43.61483,-84.79576\n1583712000.0,total permethrin,0.0,48858,43.61483,-84.79576\n1583712000.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1583712000.0,tribufos,0.0,48858,43.61483,-84.79576\n1583712000.0,germanium,0.0,48858,43.61483,-84.79576\n1583712000.0,quinoline,0.0,48858,43.61483,-84.79576\n1583712000.0,1-butanol,0.0,48858,43.61483,-84.79576\n1583712000.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1583712000.0,dimethipin,0.0,48858,43.61483,-84.79576\n1583712000.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1583712000.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1583712000.0,profenofos,0.0,48858,43.61483,-84.79576\n1583712000.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1583712000.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1583712000.0,ethoprop,0.0,48858,43.61483,-84.79576\n1583712000.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1583712000.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1600128000.0,manganese,110.0,48858,43.61483,-84.79576\n1600128000.0,total permethrin,0.0,48858,43.61483,-84.79576\n1600128000.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1600128000.0,tribufos,0.0,48858,43.61483,-84.79576\n1600128000.0,germanium,0.0,48858,43.61483,-84.79576\n1600128000.0,quinoline,0.0,48858,43.61483,-84.79576\n1600128000.0,1-butanol,0.0,48858,43.61483,-84.79576\n1600128000.0,2-methoxyethanol,26.3,48858,43.61483,-84.79576\n1600128000.0,dimethipin,0.0,48858,43.61483,-84.79576\n1600128000.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1600128000.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1600128000.0,profenofos,0.0,48858,43.61483,-84.79576\n1600128000.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1600128000.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1600128000.0,ethoprop,0.0,48858,43.61483,-84.79576\n1600128000.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1600128000.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1583712000.0,manganese,31.7,48858,43.61483,-84.79576\n1583712000.0,total permethrin,0.0,48858,43.61483,-84.79576\n1583712000.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1583712000.0,tribufos,0.0,48858,43.61483,-84.79576\n1583712000.0,germanium,0.0,48858,43.61483,-84.79576\n1583712000.0,quinoline,0.0,48858,43.61483,-84.79576\n1583712000.0,1-butanol,0.0,48858,43.61483,-84.79576\n1583712000.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1583712000.0,dimethipin,0.0,48858,43.61483,-84.79576\n1583712000.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1583712000.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1583712000.0,profenofos,0.0,48858,43.61483,-84.79576\n1583712000.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1583712000.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1583712000.0,ethoprop,0.0,48858,43.61483,-84.79576\n1583712000.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1583712000.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1600128000.0,manganese,15.9,48858,43.61483,-84.79576\n1600128000.0,total permethrin,0.0,48858,43.61483,-84.79576\n1600128000.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1600128000.0,tribufos,0.0,48858,43.61483,-84.79576\n1600128000.0,germanium,0.0,48858,43.61483,-84.79576\n1600128000.0,quinoline,0.0,48858,43.61483,-84.79576\n1600128000.0,1-butanol,0.0,48858,43.61483,-84.79576\n1600128000.0,2-methoxyethanol,5.1,48858,43.61483,-84.79576\n1600128000.0,dimethipin,0.0,48858,43.61483,-84.79576\n1600128000.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1600128000.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1600128000.0,profenofos,0.0,48858,43.61483,-84.79576\n1600128000.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1600128000.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1600128000.0,ethoprop,0.0,48858,43.61483,-84.79576\n1600128000.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1600128000.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1526860800.0,HAA9,10.5,98221,48.50401,-122.65435\n1526860800.0,HAA5,10.0,98221,48.50401,-122.65435\n1526860800.0,HAA6Br,0.5,98221,48.50401,-122.65435\n1534723200.0,HAA9,8.9,98221,48.50401,-122.65435\n1534723200.0,HAA5,8.1,98221,48.50401,-122.65435\n1534723200.0,HAA6Br,0.8,98221,48.50401,-122.65435\n1541721600.0,HAA9,12.5,98221,48.50401,-122.65435\n1541721600.0,HAA5,12.5,98221,48.50401,-122.65435\n1541721600.0,HAA6Br,0.0,98221,48.50401,-122.65435\n1550102400.0,HAA9,11.3,98221,48.50401,-122.65435\n1550102400.0,HAA5,10.3,98221,48.50401,-122.65435\n1550102400.0,HAA6Br,1.0,98221,48.50401,-122.65435\n1526860800.0,HAA9,10.3,98221,48.50401,-122.65435\n1526860800.0,HAA5,9.8,98221,48.50401,-122.65435\n1526860800.0,HAA6Br,0.5,98221,48.50401,-122.65435\n1534723200.0,HAA9,14.1,98221,48.50401,-122.65435\n1534723200.0,HAA5,13.3,98221,48.50401,-122.65435\n1534723200.0,HAA6Br,0.8,98221,48.50401,-122.65435\n1541721600.0,HAA9,18.0,98221,48.50401,-122.65435\n1541721600.0,HAA5,17.7,98221,48.50401,-122.65435\n1541721600.0,HAA6Br,0.3,98221,48.50401,-122.65435\n1550102400.0,HAA6Br,1.0,98221,48.50401,-122.65435\n1550102400.0,HAA5,12.0,98221,48.50401,-122.65435\n1550102400.0,HAA9,13.0,98221,48.50401,-122.65435\n1526860800.0,HAA5,11.7,98221,48.50401,-122.65435\n1526860800.0,HAA6Br,0.5,98221,48.50401,-122.65435\n1526860800.0,HAA9,12.2,98221,48.50401,-122.65435\n1534723200.0,HAA5,12.1,98221,48.50401,-122.65435\n1534723200.0,HAA6Br,0.9,98221,48.50401,-122.65435\n1534723200.0,HAA9,13.0,98221,48.50401,-122.65435\n1541721600.0,HAA5,19.0,98221,48.50401,-122.65435\n1541721600.0,HAA6Br,0.0,98221,48.50401,-122.65435\n1541721600.0,HAA9,19.0,98221,48.50401,-122.65435\n1550102400.0,HAA5,13.7,98221,48.50401,-122.65435\n1550102400.0,HAA6Br,1.2,98221,48.50401,-122.65435\n1550102400.0,HAA9,14.9,98221,48.50401,-122.65435\n1526860800.0,HAA5,10.7,98221,48.50401,-122.65435\n1526860800.0,HAA6Br,0.5,98221,48.50401,-122.65435\n1526860800.0,HAA9,11.2,98221,48.50401,-122.65435\n1534723200.0,HAA5,8.2,98221,48.50401,-122.65435\n1534723200.0,HAA6Br,0.8,98221,48.50401,-122.65435\n1534723200.0,HAA9,9.0,98221,48.50401,-122.65435\n1541721600.0,HAA5,13.3,98221,48.50401,-122.65435\n1541721600.0,HAA6Br,0.0,98221,48.50401,-122.65435\n1541721600.0,HAA9,13.3,98221,48.50401,-122.65435\n1550102400.0,HAA5,10.9,98221,48.50401,-122.65435\n1550102400.0,HAA6Br,1.0,98221,48.50401,-122.65435\n1550102400.0,HAA9,11.9,98221,48.50401,-122.65435\n1526860800.0,2-methoxyethanol,0.0,98221,48.50401,-122.65435\n1526860800.0,germanium,0.0,98221,48.50401,-122.65435\n1526860800.0,dimethipin,0.0,98221,48.50401,-122.65435\n1526860800.0,2-propen-1-ol,0.0,98221,48.50401,-122.65435\n1526860800.0,butylated hydroxyanisole,0.0,98221,48.50401,-122.65435\n1526860800.0,manganese,2.4,98221,48.50401,-122.65435\n1526860800.0,tribufos,0.0,98221,48.50401,-122.65435\n1526860800.0,alpha-hexachlorocyclohexane,0.0,98221,48.50401,-122.65435\n1526860800.0,ethoprop,0.0,98221,48.50401,-122.65435\n1526860800.0,chlorpyrifos,0.0,98221,48.50401,-122.65435\n1526860800.0,tebuconazole,0.0,98221,48.50401,-122.65435\n1526860800.0,o-toluidine,0.0,98221,48.50401,-122.65435\n1526860800.0,total permethrin,0.0,98221,48.50401,-122.65435\n1526860800.0,1-butanol,0.0,98221,48.50401,-122.65435\n1526860800.0,profenofos,0.0,98221,48.50401,-122.65435\n1554076800.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1526860800.0,quinoline,0.0,98221,48.50401,-122.65435\n1554076800.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1526860800.0,oxyfluorfen,0.0,98221,48.50401,-122.65435\n1534723200.0,2-methoxyethanol,0.0,98221,48.50401,-122.65435\n1534723200.0,germanium,0.0,98221,48.50401,-122.65435\n1534723200.0,dimethipin,0.0,98221,48.50401,-122.65435\n1534723200.0,2-propen-1-ol,0.0,98221,48.50401,-122.65435\n1534723200.0,butylated hydroxyanisole,0.0,98221,48.50401,-122.65435\n1534723200.0,manganese,9.8,98221,48.50401,-122.65435\n1534723200.0,tribufos,0.0,98221,48.50401,-122.65435\n1534723200.0,alpha-hexachlorocyclohexane,0.0,98221,48.50401,-122.65435\n1534723200.0,ethoprop,0.0,98221,48.50401,-122.65435\n1534723200.0,chlorpyrifos,0.0,98221,48.50401,-122.65435\n1534723200.0,tebuconazole,0.0,98221,48.50401,-122.65435\n1534723200.0,o-toluidine,0.0,98221,48.50401,-122.65435\n1534723200.0,total permethrin,0.0,98221,48.50401,-122.65435\n1534723200.0,1-butanol,0.0,98221,48.50401,-122.65435\n1555286400.0,total microcystins,0.0,98221,48.50401,-122.65435\n1534723200.0,profenofos,0.0,98221,48.50401,-122.65435\n1555286400.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1534723200.0,quinoline,0.0,98221,48.50401,-122.65435\n1555286400.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1534723200.0,oxyfluorfen,0.0,98221,48.50401,-122.65435\n1541721600.0,2-methoxyethanol,0.0,98221,48.50401,-122.65435\n1541721600.0,germanium,0.0,98221,48.50401,-122.65435\n1541721600.0,dimethipin,0.0,98221,48.50401,-122.65435\n1541721600.0,2-propen-1-ol,0.0,98221,48.50401,-122.65435\n1546560000.0,butylated hydroxyanisole,0.0,98221,48.50401,-122.65435\n1541721600.0,manganese,4.1,98221,48.50401,-122.65435\n1541721600.0,tribufos,0.0,98221,48.50401,-122.65435\n1541721600.0,alpha-hexachlorocyclohexane,0.0,98221,48.50401,-122.65435\n1541721600.0,ethoprop,0.0,98221,48.50401,-122.65435\n1541721600.0,chlorpyrifos,0.0,98221,48.50401,-122.65435\n1541721600.0,tebuconazole,0.0,98221,48.50401,-122.65435\n1546560000.0,o-toluidine,0.0,98221,48.50401,-122.65435\n1541721600.0,total permethrin,0.0,98221,48.50401,-122.65435\n1541721600.0,1-butanol,0.0,98221,48.50401,-122.65435\n1556668800.0,total microcystins,0.0,98221,48.50401,-122.65435\n1541721600.0,profenofos,0.0,98221,48.50401,-122.65435\n1556668800.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1546560000.0,quinoline,0.0,98221,48.50401,-122.65435\n1556668800.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1541721600.0,oxyfluorfen,0.0,98221,48.50401,-122.65435\n1550102400.0,2-methoxyethanol,0.0,98221,48.50401,-122.65435\n1550102400.0,germanium,0.0,98221,48.50401,-122.65435\n1550102400.0,dimethipin,0.0,98221,48.50401,-122.65435\n1550102400.0,2-propen-1-ol,0.0,98221,48.50401,-122.65435\n1550102400.0,butylated hydroxyanisole,0.0,98221,48.50401,-122.65435\n1550102400.0,manganese,3.0,98221,48.50401,-122.65435\n1550102400.0,tribufos,0.0,98221,48.50401,-122.65435\n1550102400.0,alpha-hexachlorocyclohexane,0.0,98221,48.50401,-122.65435\n1550102400.0,ethoprop,0.0,98221,48.50401,-122.65435\n1550102400.0,chlorpyrifos,0.0,98221,48.50401,-122.65435\n1550102400.0,tebuconazole,0.0,98221,48.50401,-122.65435\n1550102400.0,o-toluidine,0.0,98221,48.50401,-122.65435\n1550102400.0,total permethrin,0.0,98221,48.50401,-122.65435\n1550102400.0,1-butanol,0.0,98221,48.50401,-122.65435\n1557705600.0,total microcystins,0.0,98221,48.50401,-122.65435\n1550102400.0,profenofos,0.0,98221,48.50401,-122.65435\n1557705600.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1550102400.0,quinoline,0.0,98221,48.50401,-122.65435\n1557705600.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1550102400.0,oxyfluorfen,0.0,98221,48.50401,-122.65435\n1559606400.0,total microcystins,0.0,98221,48.50401,-122.65435\n1559606400.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1559606400.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1560729600.0,total microcystins,0.0,98221,48.50401,-122.65435\n1560729600.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1560729600.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1561939200.0,total microcystins,0.0,98221,48.50401,-122.65435\n1561939200.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1561939200.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1563148800.0,total microcystins,0.0,98221,48.50401,-122.65435\n1563148800.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1563148800.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1709510400.0,PFMPA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBA,0.0,82520,42.65919,-108.63282\n1709510400.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxA,0.0,82520,42.65919,-108.63282\n1709510400.0,NFDHA,0.0,82520,42.65919,-108.63282\n1709510400.0,lithium,0.0,82520,42.65919,-108.63282\n1709510400.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFUnA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpA,0.0,82520,42.65919,-108.63282\n1709510400.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1709510400.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeS,0.0,82520,42.65919,-108.63282\n1709510400.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1709510400.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFNA,0.0,82520,42.65919,-108.63282\n1709510400.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDoA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMBA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeA,0.0,82520,42.65919,-108.63282\n1709510400.0,ADONA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFEESA,0.0,82520,42.65919,-108.63282\n1718668800.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1718668800.0,NFDHA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFNA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFEESA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFMBA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFDA,0.0,82520,42.65919,-108.63282\n1718668800.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFTA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFPeA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFOS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFPeS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFHpS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFUnA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFMPA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFHxA,0.0,82520,42.65919,-108.63282\n1718668800.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1718668800.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1718668800.0,ADONA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFHxS,0.0,82520,42.65919,-108.63282\n1718668800.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFHpA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFOA,0.0093,82520,42.65919,-108.63282\n1718668800.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFBA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFBS,0.0,82520,42.65919,-108.63282\n1718668800.0,lithium,0.0,82520,42.65919,-108.63282\n1718668800.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1718668800.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFDoA,0.0,82520,42.65919,-108.63282\n1709510400.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMPA,0.0,82520,42.65919,-108.63282\n1709510400.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxS,0.0,82520,42.65919,-108.63282\n1709510400.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBS,0.0,82520,42.65919,-108.63282\n1709510400.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1709510400.0,NFDHA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeS,0.0,82520,42.65919,-108.63282\n1709510400.0,lithium,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBA,0.0,82520,42.65919,-108.63282\n1709510400.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFNA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpS,0.0,82520,42.65919,-108.63282\n1709510400.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDoA,0.0,82520,42.65919,-108.63282\n1709510400.0,ADONA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFUnA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMBA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOA,0.0,82520,42.65919,-108.63282\n1709510400.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1709510400.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFEESA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMPA,0.0,82520,42.65919,-108.63282\n1709510400.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1709510400.0,NFDHA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxA,0.0,82520,42.65919,-108.63282\n1709510400.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1709510400.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOS,0.0,82520,42.65919,-108.63282\n1709510400.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFUnA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFNA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBA,0.0,82520,42.65919,-108.63282\n1709510400.0,lithium,21.5,82520,42.65919,-108.63282\n1709510400.0,PFBS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDoA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDA,0.0,82520,42.65919,-108.63282\n1709510400.0,ADONA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMBA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOA,0.0,82520,42.65919,-108.63282\n1709510400.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTA,0.0,82520,42.65919,-108.63282\n1709510400.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFEESA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMPA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFUnA,0.0,82520,42.65919,-108.63282\n1709510400.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBS,0.0,82520,42.65919,-108.63282\n1709510400.0,NFDHA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeS,0.0,82520,42.65919,-108.63282\n1709510400.0,lithium,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDoA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFNA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpS,0.0,82520,42.65919,-108.63282\n1709510400.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpA,0.0,82520,42.65919,-108.63282\n1709510400.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1709510400.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBA,0.0,82520,42.65919,-108.63282\n1709510400.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDA,0.0,82520,42.65919,-108.63282\n1709510400.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMBA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxA,0.0,82520,42.65919,-108.63282\n1709510400.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTA,0.0,82520,42.65919,-108.63282\n1709510400.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,ADONA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFEESA,0.0,82520,42.65919,-108.63282\n1709596800.0,PFOS,0.0,98221,48.50401,-122.65435\n1709596800.0,ADONA,0.0,98221,48.50401,-122.65435\n1709596800.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFBA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFMPA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFPeS,0.0,98221,48.50401,-122.65435\n1709596800.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1709596800.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1709596800.0,PFNA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFHpS,0.0,98221,48.50401,-122.65435\n1709596800.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFHpA,0.0,98221,48.50401,-122.65435\n1709596800.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1709596800.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1709596800.0,NFDHA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFDoA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFHxA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFPeA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFBS,0.0,98221,48.50401,-122.65435\n1709596800.0,lithium,0.0,98221,48.50401,-122.65435\n1709596800.0,PFDA,0.0,98221,48.50401,-122.65435\n1709596800.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1709596800.0,PFHxS,0.0,98221,48.50401,-122.65435\n1709596800.0,PFTA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFOA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFUnA,0.0,98221,48.50401,-122.65435\n1709596800.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1709596800.0,PFMBA,0.0,98221,48.50401,-122.65435\n1709596800.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFEESA,0.0,98221,48.50401,-122.65435\n1717459200.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFHxA,0.0,98221,48.50401,-122.65435\n1717459200.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1717459200.0,PFPeS,0.0,98221,48.50401,-122.65435\n1717459200.0,PFOS,0.0,98221,48.50401,-122.65435\n1717459200.0,NFDHA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFHxS,0.0,98221,48.50401,-122.65435\n1717459200.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFPeA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFTA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFOA,0.0,98221,48.50401,-122.65435\n1717459200.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1717459200.0,PFUnA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFBA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFMPA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFHpS,0.0,98221,48.50401,-122.65435\n1717459200.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFDA,0.0,98221,48.50401,-122.65435\n1717459200.0,ADONA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFEESA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFMBA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFHpA,0.0,98221,48.50401,-122.65435\n1717459200.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1717459200.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1717459200.0,PFBS,0.0,98221,48.50401,-122.65435\n1717459200.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1717459200.0,lithium,0.0,98221,48.50401,-122.65435\n1717459200.0,PFDoA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFNA,0.0,98221,48.50401,-122.65435\n1724198400.0,PFUnA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMPA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpS,0.0,35005,33.59215,-86.99833\n1724198400.0,lithium,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDoA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeA,0.0,35005,33.59215,-86.99833\n1724198400.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOA,0.0,35005,33.59215,-86.99833\n1724198400.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1724198400.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFNA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMBA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxA,0.0,35005,33.59215,-86.99833\n1724198400.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBA,0.0,35005,33.59215,-86.99833\n1724198400.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeS,0.0,35005,33.59215,-86.99833\n1724198400.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1724198400.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFEESA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOS,0.0,35005,33.59215,-86.99833\n1724198400.0,NFDHA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBS,0.0,35005,33.59215,-86.99833\n1724198400.0,ADONA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFUnA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFMPA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFHpS,0.0,35005,33.59215,-86.99833\n1724198400.0,lithium,0.0,35005,33.59215,-86.99833\n1727308800.0,PFDoA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFPeA,0.0056,35005,33.59215,-86.99833\n1724198400.0,PFTA,0.0,35005,33.59215,-86.99833\n1727308800.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1727308800.0,PFOA,0.0,35005,33.59215,-86.99833\n1727308800.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1727308800.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1727308800.0,6:2 FTS,0.0058,35005,33.59215,-86.99833\n1727308800.0,PFNA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFMBA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFHxA,0.0085,35005,33.59215,-86.99833\n1724198400.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFHpA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFBA,0.0,35005,33.59215,-86.99833\n1727308800.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1727308800.0,PFPeS,0.0,35005,33.59215,-86.99833\n1727308800.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1724198400.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFEESA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFHxS,0.0,35005,33.59215,-86.99833\n1727308800.0,PFDA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFOS,0.0,35005,33.59215,-86.99833\n1727308800.0,NFDHA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFBS,0.0055,35005,33.59215,-86.99833\n1727308800.0,ADONA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFUnA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMPA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeA,0.0,35005,33.59215,-86.99833\n1724198400.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDA,0.0,35005,33.59215,-86.99833\n1724198400.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1724198400.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMBA,0.0,35005,33.59215,-86.99833\n1724198400.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBA,0.0,35005,33.59215,-86.99833\n1724198400.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeS,0.0,35005,33.59215,-86.99833\n1724198400.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1724198400.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFEESA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOA,0.0,35005,33.59215,-86.99833\n1724198400.0,NFDHA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBS,0.0,35005,33.59215,-86.99833\n1724198400.0,lithium,0.0,35005,33.59215,-86.99833\n1724198400.0,ADONA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDoA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFNA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFUnA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMPA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpS,0.0,35005,33.59215,-86.99833\n1724198400.0,lithium,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDoA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeA,0.0,35005,33.59215,-86.99833\n1724198400.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOA,0.0,35005,33.59215,-86.99833\n1724198400.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1724198400.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFNA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMBA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxA,0.0,35005,33.59215,-86.99833\n1724198400.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBA,0.0,35005,33.59215,-86.99833\n1724198400.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeS,0.0,35005,33.59215,-86.99833\n1724198400.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1724198400.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFEESA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOS,0.0,35005,33.59215,-86.99833\n1724198400.0,NFDHA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBS,0.0,35005,33.59215,-86.99833\n1724198400.0,ADONA,0.0,35005,33.59215,-86.99833\n1709510400.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1709510400.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1709510400.0,PFBS,0.0,35005,33.59215,-86.99833\n1709510400.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1709510400.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFHxA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFBA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFMBA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFHpA,0.0,35005,33.59215,-86.99833\n1709510400.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1709510400.0,PFHpS,0.0,35005,33.59215,-86.99833\n1709510400.0,PFPeA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFOA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFEESA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFHxS,0.0,35005,33.59215,-86.99833\n1709510400.0,PFDA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFOS,0.0,35005,33.59215,-86.99833\n1709510400.0,NFDHA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFNA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFTA,0.0,35005,33.59215,-86.99833\n1709510400.0,lithium,0.0,35005,33.59215,-86.99833\n1709510400.0,ADONA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFUnA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFMPA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFPeS,0.0,35005,33.59215,-86.99833\n1709510400.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1709510400.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFDoA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1709510400.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFOA,0.0,35005,33.59215,-86.99833\n1717372800.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1717372800.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFEESA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFOS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFMBA,0.0,35005,33.59215,-86.99833\n1717372800.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFPeA,0.0,35005,33.59215,-86.99833\n1717372800.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFUnA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFBA,0.0,35005,33.59215,-86.99833\n1717372800.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1717372800.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFNA,0.0,35005,33.59215,-86.99833\n1717372800.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFTA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1717372800.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFDoA,0.0,35005,33.59215,-86.99833\n1717372800.0,ADONA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFDA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFHxS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFHxA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFHpS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFHpA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFMPA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFBS,0.0,35005,33.59215,-86.99833\n1717372800.0,NFDHA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFPeS,0.0,35005,33.59215,-86.99833\n1717372800.0,lithium,0.0,35005,33.59215,-86.99833\n1725840000.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFTA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFMPA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFHpS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFBS,0.0,35005,33.59215,-86.99833\n1725840000.0,lithium,0.0,35005,33.59215,-86.99833\n1725840000.0,PFDoA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFPeA,0.0,35005,33.59215,-86.99833\n1725840000.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFOA,0.0,35005,33.59215,-86.99833\n1725840000.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1725840000.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1725840000.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFNA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFUnA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFMBA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFHxA,0.0,35005,33.59215,-86.99833\n1725840000.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFHpA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFBA,0.0,35005,33.59215,-86.99833\n1725840000.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFPeS,0.0,35005,33.59215,-86.99833\n1725840000.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFEESA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFHxS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFDA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFOS,0.0,35005,33.59215,-86.99833\n1725840000.0,NFDHA,0.0,35005,33.59215,-86.99833\n1725840000.0,ADONA,0.0,35005,33.59215,-86.99833\n1686787200.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFUnA,0.0,48858,43.61483,-84.79576\n1686787200.0,lithium,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1686787200.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,ADONA,0.0,48858,43.61483,-84.79576\n1686787200.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1686787200.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHpS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMBA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMPA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFNA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFEESA,0.0,48858,43.61483,-84.79576\n1686787200.0,NFDHA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBS,0.0033,48858,43.61483,-84.79576\n1686787200.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDA,0.0,48858,43.61483,-84.79576\n1686787200.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDoA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBS,0.0048,48858,43.61483,-84.79576\n1701820800.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1701820800.0,lithium,0.0,48858,43.61483,-84.79576\n1701820800.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1701820800.0,NFDHA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1701820800.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFNA,0.0,48858,43.61483,-84.79576\n1701820800.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFUnA,0.0,48858,43.61483,-84.79576\n1701820800.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFEESA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDoA,0.0,48858,43.61483,-84.79576\n1701820800.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMPA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeS,0.0,48858,43.61483,-84.79576\n1701820800.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,ADONA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTA,0.0,48858,43.61483,-84.79576\n1701820800.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1686787200.0,ADONA,0.0,48858,43.61483,-84.79576\n1686787200.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMBA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFUnA,0.0,48858,43.61483,-84.79576\n1686787200.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,lithium,9.43,48858,43.61483,-84.79576\n1686787200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1686787200.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHpS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFNA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFEESA,0.0,48858,43.61483,-84.79576\n1686787200.0,NFDHA,0.0,48858,43.61483,-84.79576\n1686787200.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1686787200.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeA,0.0,48858,43.61483,-84.79576\n1686787200.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMPA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDoA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFEESA,0.0,48858,43.61483,-84.79576\n1701820800.0,NFDHA,0.0,48858,43.61483,-84.79576\n1701820800.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFUnA,0.0,48858,43.61483,-84.79576\n1701820800.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1701820800.0,lithium,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDoA,0.0,48858,43.61483,-84.79576\n1701820800.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFNA,0.0,48858,43.61483,-84.79576\n1701820800.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1701820800.0,ADONA,0.0,48858,43.61483,-84.79576\n1701820800.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOA,0.0,48858,43.61483,-84.79576\n1701820800.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeA,0.0,48858,43.61483,-84.79576\n1701820800.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMPA,0.0,48858,43.61483,-84.79576\n1701820800.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1686787200.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFUnA,0.0,48858,43.61483,-84.79576\n1686787200.0,lithium,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1686787200.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,ADONA,0.0,48858,43.61483,-84.79576\n1686787200.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1686787200.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHpS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMBA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMPA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFNA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFEESA,0.0,48858,43.61483,-84.79576\n1686787200.0,NFDHA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBS,0.0,48858,43.61483,-84.79576\n1686787200.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDA,0.0,48858,43.61483,-84.79576\n1686787200.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDoA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFEESA,0.0,48858,43.61483,-84.79576\n1701820800.0,NFDHA,0.0,48858,43.61483,-84.79576\n1701820800.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBS,0.0,48858,43.61483,-84.79576\n1701820800.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1701820800.0,lithium,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDoA,0.0,48858,43.61483,-84.79576\n1701820800.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1701820800.0,ADONA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFNA,0.0,48858,43.61483,-84.79576\n1701820800.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDA,0.0,48858,43.61483,-84.79576\n1701820800.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1701820800.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeA,0.0,48858,43.61483,-84.79576\n1701820800.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMPA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFUnA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1679529600.0,PFEESA,0.0,98221,48.50401,-122.65435\n1679529600.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFMBA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFOA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFUnA,0.0,98221,48.50401,-122.65435\n1679529600.0,lithium,0.0,98221,48.50401,-122.65435\n1679529600.0,PFDoA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFHpA,0.0,98221,48.50401,-122.65435\n1679529600.0,ADONA,0.0,98221,48.50401,-122.65435\n1679529600.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1679529600.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFHxA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFMPA,0.0,98221,48.50401,-122.65435\n1679529600.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1679529600.0,NFDHA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFNA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFOS,0.0,98221,48.50401,-122.65435\n1679529600.0,PFHxS,0.0,98221,48.50401,-122.65435\n1679529600.0,PFPeA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFBS,0.0,98221,48.50401,-122.65435\n1679529600.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1679529600.0,PFHpS,0.0,98221,48.50401,-122.65435\n1679529600.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1679529600.0,PFPeS,0.0,98221,48.50401,-122.65435\n1679529600.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1679529600.0,PFTA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFDA,0.0,98221,48.50401,-122.65435\n1679529600.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFBA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFDA,0.0,98221,48.50401,-122.65435\n1687996800.0,ADONA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFEESA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFHxS,0.0,98221,48.50401,-122.65435\n1687996800.0,NFDHA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFHpA,0.0,98221,48.50401,-122.65435\n1687996800.0,lithium,0.0,98221,48.50401,-122.65435\n1687996800.0,PFDoA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFMBA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFOA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFOS,0.0,98221,48.50401,-122.65435\n1687996800.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1687996800.0,PFBA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFPeS,0.0,98221,48.50401,-122.65435\n1687996800.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1687996800.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1687996800.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1687996800.0,PFNA,0.0,98221,48.50401,-122.65435\n1687996800.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1687996800.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1687996800.0,PFBS,0.0,98221,48.50401,-122.65435\n1687996800.0,PFTA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFPeA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFUnA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFMPA,0.0,98221,48.50401,-122.65435\n1687996800.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1687996800.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFHxA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFHpS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFEESA,0.0,98221,48.50401,-122.65435\n1700438400.0,NFDHA,0.0,98221,48.50401,-122.65435\n1700438400.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1700438400.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFHxS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFPeS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFBA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFBS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFDoA,0.0,98221,48.50401,-122.65435\n1700438400.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFNA,0.0,98221,48.50401,-122.65435\n1700438400.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1693958400.0,lithium,0.0,98221,48.50401,-122.65435\n1700438400.0,PFHpA,0.0,98221,48.50401,-122.65435\n1693958400.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1693958400.0,PFTA,0.0,98221,48.50401,-122.65435\n1700438400.0,ADONA,0.0,98221,48.50401,-122.65435\n1700438400.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFOA,0.0,98221,48.50401,-122.65435\n1693958400.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFOS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFDA,0.0,98221,48.50401,-122.65435\n1700438400.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFHxA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFHpS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFMBA,0.0,98221,48.50401,-122.65435\n1693958400.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFPeA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFMPA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFUnA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFDA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFHxS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFBS,0.0,98221,48.50401,-122.65435\n1701648000.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1701648000.0,lithium,0.0,98221,48.50401,-122.65435\n1701648000.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1701648000.0,NFDHA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFPeS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFHxA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFBA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFHpS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFHpA,0.0,98221,48.50401,-122.65435\n1701648000.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFMBA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFPeA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFOA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFOS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFNA,0.0,98221,48.50401,-122.65435\n1701648000.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFUnA,0.0,98221,48.50401,-122.65435\n1701648000.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFEESA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFDoA,0.0,98221,48.50401,-122.65435\n1701648000.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFMPA,0.0,98221,48.50401,-122.65435\n1701648000.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1701648000.0,ADONA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFTA,0.0,98221,48.50401,-122.65435\n1701648000.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1675209600.0,PFPeS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFHpS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFHxS,0.0,82520,42.65919,-108.63282\n1675209600.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFUnA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFMPA,0.0,82520,42.65919,-108.63282\n1675209600.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFPeA,0.0,82520,42.65919,-108.63282\n1675209600.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFOS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFBS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFTA,0.0,82520,42.65919,-108.63282\n1675209600.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFBA,0.0,82520,42.65919,-108.63282\n1675209600.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFOA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFHxA,0.0,82520,42.65919,-108.63282\n1675209600.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFNA,0.0,82520,42.65919,-108.63282\n1675209600.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1675209600.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFMBA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFEESA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFDA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFHpA,0.0,82520,42.65919,-108.63282\n1675209600.0,NFDHA,0.0,82520,42.65919,-108.63282\n1675209600.0,lithium,0.0,82520,42.65919,-108.63282\n1675209600.0,PFDoA,0.0,82520,42.65919,-108.63282\n1675209600.0,ADONA,0.0,82520,42.65919,-108.63282\n1681689600.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1681689600.0,ADONA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFHxA,0.0,82520,42.65919,-108.63282\n1681689600.0,NFDHA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFDoA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFEESA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFMBA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFDA,0.0,82520,42.65919,-108.63282\n1681689600.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1681689600.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFHpA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFOA,0.0,82520,42.65919,-108.63282\n1681689600.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1681689600.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFOS,0.0,82520,42.65919,-108.63282\n1681689600.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1681689600.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFHxS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFTA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFPeA,0.0,82520,42.65919,-108.63282\n1681689600.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFBA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFPeS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFHpS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFBS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFUnA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFMPA,0.0,82520,42.65919,-108.63282\n1681689600.0,lithium,0.0,82520,42.65919,-108.63282\n1681689600.0,PFNA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFDA,0.0,82520,42.65919,-108.63282\n1690156800.0,ADONA,0.0,82520,42.65919,-108.63282\n1690156800.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFEESA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFHxS,0.0,82520,42.65919,-108.63282\n1690156800.0,lithium,0.0,82520,42.65919,-108.63282\n1690156800.0,PFDoA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFMBA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFHpA,0.0,82520,42.65919,-108.63282\n1690156800.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFBS,0.0,82520,42.65919,-108.63282\n1690156800.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1690156800.0,PFHpS,0.0,82520,42.65919,-108.63282\n1690156800.0,PFBA,0.0,82520,42.65919,-108.63282\n1690156800.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1690156800.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1690156800.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1690156800.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1690156800.0,PFOS,0.0,82520,42.65919,-108.63282\n1690156800.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1690156800.0,NFDHA,0.0,82520,42.65919,-108.63282\n1690156800.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFPeS,0.0,82520,42.65919,-108.63282\n1690156800.0,PFPeA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFOA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFUnA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFMPA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFTA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFHxA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFNA,0.0,82520,42.65919,-108.63282\n1697414400.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFDA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFHxS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFPeA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFBS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFUnA,0.0,82520,42.65919,-108.63282\n1697414400.0,lithium,0.0,82520,42.65919,-108.63282\n1697414400.0,PFNA,0.0,82520,42.65919,-108.63282\n1697414400.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1697414400.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFHpA,0.0,82520,42.65919,-108.63282\n1697414400.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFHpS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFHxA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFOA,0.0,82520,42.65919,-108.63282\n1697414400.0,ADONA,0.0,82520,42.65919,-108.63282\n1697414400.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFMBA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFDoA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFEESA,0.0,82520,42.65919,-108.63282\n1697414400.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFOS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFPeS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFBA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFMPA,0.0,82520,42.65919,-108.63282\n1697414400.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFTA,0.0,82520,42.65919,-108.63282\n1697414400.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1697414400.0,NFDHA,0.0,82520,42.65919,-108.63282\n'}
from google.colab import drive
drive.mount('/content/drive')
Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True).
Make sure this is the Zip Code or Contaminant csv file you want.
#df = pd.read_csv('UCMR_3_5_Combo_with_ZIPCODES.csv') # very large dataset- over 6.6 million rows
df = pd.read_csv('/content/drive/MyDrive/Z Colab Notebooks/small_UCMR_3_5_Combo_with_ZIPCODES.csv')
#df.head(50)
df.head(99999)
| CollectionDate | Contaminant | AnalyticalResultValue | ZIPCODE | Latitude | Longitude | |
|---|---|---|---|---|---|---|
| 0 | 1.426550e+09 | 1,4-dioxane | 0.0 | 6339 | 41.44408 | -71.99851 |
| 1 | 1.426550e+09 | chlorate | 160.0 | 6339 | 41.44408 | -71.99851 |
| 2 | 1.426550e+09 | chromium | 0.0 | 6339 | 41.44408 | -71.99851 |
| 3 | 1.426550e+09 | strontium | 72.0 | 6339 | 41.44408 | -71.99851 |
| 4 | 1.426550e+09 | cobalt | 0.0 | 6339 | 41.44408 | -71.99851 |
| ... | ... | ... | ... | ... | ... | ... |
| 2395 | 1.697414e+09 | PFMPA | 0.0 | 82520 | 42.65919 | -108.63282 |
| 2396 | 1.697414e+09 | NEtFOSAA | 0.0 | 82520 | 42.65919 | -108.63282 |
| 2397 | 1.697414e+09 | PFTA | 0.0 | 82520 | 42.65919 | -108.63282 |
| 2398 | 1.697414e+09 | 11Cl-PF3OUdS | 0.0 | 82520 | 42.65919 | -108.63282 |
| 2399 | 1.697414e+09 | NFDHA | 0.0 | 82520 | 42.65919 | -108.63282 |
2400 rows × 6 columns
Create heatmaps based on latitude, longitude, AnalyticalResultValue.
import folium
from folium.plugins import HeatMap
import os
def save_heatmap_to_file(m, file_name):
"""Saves a Folium map object as an HTML file.
Args:
m (folium.folium.Map): The Folium map object to save.
file_name (str): The name of the file to save the map to.
"""
m.save(file_name)
# Create an 'output_heatmaps' directory if it doesn't exist
output_dir = 'output_heatmaps'
if not os.path.exists(output_dir):
os.makedirs(output_dir)
For small_UCRM_3_5_Combo_with_ZIPCODES.csv which has six zip codes out of 18,601 zip codes: Create one heatmap of all contaminants based on latitude, longitude, AnalyticalResultValue. Can be used for all 82 heatmaps if using the large csv file UCMR_3_5_Combo_with_ZIPCODES.csv
# # This is too much data for all 82 contaminants, keeps crashing. Can do smaller zip codes data instead.
# print(f"Generating heatmap for all contaminants based on location and AnalyticalResultValue.\n")
# # Prepare data for this heatmap using vectorized operations
# heatmap_data = df[['Latitude', 'Longitude', 'AnalyticalResultValue']].values.tolist()
# #Create a folium map centered on the US
# m = folium.Map(location=[37.8, -96.9], zoom_start=4)
# # Add a heatmap layer using Latitude, Longitude, and AnalyticalResultValue
# HeatMap(heatmap_data, min_opacity=0.2, radius=10, blur=10, max_zoom=1).add_to(m)
# display(m)
# print("\n")
# # Create file name and save the map
# # file_name = os.path.join(output_dir, f"all_heatmap.html")
# # save_heatmap_to_file(m, file_name)
For UCMR_3_5_Combo_with_ZIPCODES.csv: Create 85 heatmaps for each contaminant based on latitude, longitude, ARVs. Otherwise will create heatmaps with any other csv we are using.
i = 0
for contaminant, group_data in sorted(df.groupby('Contaminant')):
print(f"Generating heatmap for Contaminant: {contaminant}\n")
# Prepare data for this heatmap
heatmap_data = group_data[['Latitude', 'Longitude', 'AnalyticalResultValue']].values
# Create a folium map centered on the US
m = folium.Map(location=[37.8, -96.9], zoom_start=4)
# Add a heatmap layer using Latitude, Longitude, and concentration (MRL)
HeatMap(heatmap_data, min_opacity=0.2, radius=10, blur=10, max_zoom=1).add_to(m)
display(m)
print("\n")
# Create file name and save the map
file_name = os.path.join(output_dir, f"{contaminant}_heatmap.html")
save_heatmap_to_file(m, file_name)
i += 1
print(f"Heatmaps saved to the '{output_dir}' directory.")
Generating heatmap for Contaminant: 1,1-dichloroethane
Generating heatmap for Contaminant: 1,2,3-trichloropropane
Generating heatmap for Contaminant: 1,3-butadiene
Generating heatmap for Contaminant: 1,4-dioxane
Generating heatmap for Contaminant: 1-butanol
Generating heatmap for Contaminant: 11Cl-PF3OUdS
Generating heatmap for Contaminant: 17-alpha-ethynylestradiol
Generating heatmap for Contaminant: 17-beta-estradiol
Generating heatmap for Contaminant: 2-methoxyethanol
Generating heatmap for Contaminant: 2-propen-1-ol
Generating heatmap for Contaminant: 4-androstene-3,17-dione
Generating heatmap for Contaminant: 4:2 FTS
Generating heatmap for Contaminant: 6:2 FTS
Generating heatmap for Contaminant: 8:2 FTS
Generating heatmap for Contaminant: 9Cl-PF3ONS
Generating heatmap for Contaminant: ADONA
Generating heatmap for Contaminant: HAA5
Generating heatmap for Contaminant: HAA6Br
Generating heatmap for Contaminant: HAA9
Generating heatmap for Contaminant: HCFC-22
Generating heatmap for Contaminant: HFPO-DA
Generating heatmap for Contaminant: Halon 1011
Generating heatmap for Contaminant: NEtFOSAA
Generating heatmap for Contaminant: NFDHA
Generating heatmap for Contaminant: NMeFOSAA
Generating heatmap for Contaminant: PFBA
Generating heatmap for Contaminant: PFBS
Generating heatmap for Contaminant: PFDA
Generating heatmap for Contaminant: PFDoA
Generating heatmap for Contaminant: PFEESA
Generating heatmap for Contaminant: PFHpA
Generating heatmap for Contaminant: PFHpS
Generating heatmap for Contaminant: PFHxA
Generating heatmap for Contaminant: PFHxS
Generating heatmap for Contaminant: PFMBA
Generating heatmap for Contaminant: PFMPA
Generating heatmap for Contaminant: PFNA
Generating heatmap for Contaminant: PFOA
Generating heatmap for Contaminant: PFOS
Generating heatmap for Contaminant: PFPeA
Generating heatmap for Contaminant: PFPeS
Generating heatmap for Contaminant: PFTA
Generating heatmap for Contaminant: PFTrDA
Generating heatmap for Contaminant: PFUnA
Generating heatmap for Contaminant: alpha-hexachlorocyclohexane
Generating heatmap for Contaminant: anatoxin-a
Generating heatmap for Contaminant: bromomethane
Generating heatmap for Contaminant: butylated hydroxyanisole
Generating heatmap for Contaminant: chlorate
Generating heatmap for Contaminant: chloromethane
Generating heatmap for Contaminant: chlorpyrifos
Generating heatmap for Contaminant: chromium
Generating heatmap for Contaminant: chromium-6
Generating heatmap for Contaminant: cobalt
Generating heatmap for Contaminant: cylindrospermopsin
Generating heatmap for Contaminant: dimethipin
Generating heatmap for Contaminant: equilin
Generating heatmap for Contaminant: estriol
Generating heatmap for Contaminant: estrone
Generating heatmap for Contaminant: ethoprop
Generating heatmap for Contaminant: germanium
Generating heatmap for Contaminant: lithium
Generating heatmap for Contaminant: manganese
Generating heatmap for Contaminant: molybdenum
Generating heatmap for Contaminant: n-propylbenzene
Generating heatmap for Contaminant: o-toluidine
Generating heatmap for Contaminant: oxyfluorfen
Generating heatmap for Contaminant: profenofos
Generating heatmap for Contaminant: quinoline
Generating heatmap for Contaminant: sec-butylbenzene
Generating heatmap for Contaminant: strontium
Generating heatmap for Contaminant: tebuconazole
Generating heatmap for Contaminant: tellurium
Generating heatmap for Contaminant: testosterone
Generating heatmap for Contaminant: total microcystins
Generating heatmap for Contaminant: total permethrin
Generating heatmap for Contaminant: tribufos
Generating heatmap for Contaminant: vanadium
Heatmaps saved to the 'output_heatmaps' directory.
Uncomment this section if wanting to save heatmaps in a zip file.
import shutil
shutil.make_archive('output_heatmaps', 'zip', 'output_heatmaps')
from google.colab import files
files.download('output_heatmaps.zip')
Linear Regression training and prediction This crashes with all of the zip codes. Just use a few zip codes at a time.
zipcode_data = sorted(df.groupby('ZIPCODE'))
def optimize_zipcode_data_for_time_series_optimized(df):
"""
Optimizes zip code data for time series analysis,
grouping collection dates for a specific contaminant's AnalyticalResultValue.
Args:
df (pd.DataFrame): The input DataFrame.
Returns:
dict: A nested dictionary containing time series data.
{zipcode: {contaminant: {analyticalResultValue: [collection_date, ...]}}}
"""
df = df.sort_values(by=['ZIPCODE', 'CollectionDate'])
zipcode_dict = {}
for _, row in df.iterrows():
zipcode = row['ZIPCODE']
contaminant = row['Contaminant']
collection_date = row['CollectionDate']
analyticalResultValue = row['AnalyticalResultValue']
print(row)
zipcode_dict.setdefault(zipcode, {}).setdefault(contaminant, {}).setdefault(analyticalResultValue, []).append(collection_date)
return zipcode_dict
# Example usage:
zipcode_dict = optimize_zipcode_data_for_time_series_optimized(df)
Streaming output truncated to the last 5000 lines.
Longitude -84.79576
Name: 2020, dtype: object
CollectionDate 1701820800.0
Contaminant PFHpA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2021, dtype: object
CollectionDate 1701820800.0
Contaminant 4:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2022, dtype: object
CollectionDate 1701820800.0
Contaminant PFMBA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2023, dtype: object
CollectionDate 1701820800.0
Contaminant PFPeA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2024, dtype: object
CollectionDate 1701820800.0
Contaminant PFOA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2025, dtype: object
CollectionDate 1701820800.0
Contaminant PFOS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2026, dtype: object
CollectionDate 1701820800.0
Contaminant PFNA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2027, dtype: object
CollectionDate 1701820800.0
Contaminant 11Cl-PF3OUdS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2028, dtype: object
CollectionDate 1701820800.0
Contaminant PFUnA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2029, dtype: object
CollectionDate 1701820800.0
Contaminant 9Cl-PF3ONS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2030, dtype: object
CollectionDate 1701820800.0
Contaminant PFEESA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2031, dtype: object
CollectionDate 1701820800.0
Contaminant PFDoA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2032, dtype: object
CollectionDate 1701820800.0
Contaminant 6:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2033, dtype: object
CollectionDate 1701820800.0
Contaminant PFMPA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2034, dtype: object
CollectionDate 1701820800.0
Contaminant PFPeS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2035, dtype: object
CollectionDate 1701820800.0
Contaminant 8:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2036, dtype: object
CollectionDate 1701820800.0
Contaminant ADONA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2037, dtype: object
CollectionDate 1701820800.0
Contaminant PFTA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2038, dtype: object
CollectionDate 1701820800.0
Contaminant NMeFOSAA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2039, dtype: object
CollectionDate 1701820800.0
Contaminant PFEESA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2070, dtype: object
CollectionDate 1701820800.0
Contaminant NFDHA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2071, dtype: object
CollectionDate 1701820800.0
Contaminant HFPO-DA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2072, dtype: object
CollectionDate 1701820800.0
Contaminant PFHxS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2073, dtype: object
CollectionDate 1701820800.0
Contaminant PFPeS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2074, dtype: object
CollectionDate 1701820800.0
Contaminant PFBS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2075, dtype: object
CollectionDate 1701820800.0
Contaminant PFUnA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2076, dtype: object
CollectionDate 1701820800.0
Contaminant NMeFOSAA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2077, dtype: object
CollectionDate 1701820800.0
Contaminant lithium
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2078, dtype: object
CollectionDate 1701820800.0
Contaminant PFDoA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2079, dtype: object
CollectionDate 1701820800.0
Contaminant 8:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2080, dtype: object
CollectionDate 1701820800.0
Contaminant PFNA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2081, dtype: object
CollectionDate 1701820800.0
Contaminant 6:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2082, dtype: object
CollectionDate 1701820800.0
Contaminant PFHxA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2083, dtype: object
CollectionDate 1701820800.0
Contaminant PFHpA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2084, dtype: object
CollectionDate 1701820800.0
Contaminant ADONA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2085, dtype: object
CollectionDate 1701820800.0
Contaminant 9Cl-PF3ONS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2086, dtype: object
CollectionDate 1701820800.0
Contaminant PFOA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2087, dtype: object
CollectionDate 1701820800.0
Contaminant 4:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2088, dtype: object
CollectionDate 1701820800.0
Contaminant PFOS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2089, dtype: object
CollectionDate 1701820800.0
Contaminant PFDA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2090, dtype: object
CollectionDate 1701820800.0
Contaminant PFBA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2091, dtype: object
CollectionDate 1701820800.0
Contaminant PFHpS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2092, dtype: object
CollectionDate 1701820800.0
Contaminant PFTA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2093, dtype: object
CollectionDate 1701820800.0
Contaminant PFMBA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2094, dtype: object
CollectionDate 1701820800.0
Contaminant PFPeA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2095, dtype: object
CollectionDate 1701820800.0
Contaminant NEtFOSAA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2096, dtype: object
CollectionDate 1701820800.0
Contaminant PFMPA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2097, dtype: object
CollectionDate 1701820800.0
Contaminant 11Cl-PF3OUdS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2098, dtype: object
CollectionDate 1701820800.0
Contaminant PFTrDA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2099, dtype: object
CollectionDate 1701820800.0
Contaminant PFEESA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2130, dtype: object
CollectionDate 1701820800.0
Contaminant NFDHA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2131, dtype: object
CollectionDate 1701820800.0
Contaminant 4:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2132, dtype: object
CollectionDate 1701820800.0
Contaminant PFHxS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2133, dtype: object
CollectionDate 1701820800.0
Contaminant PFPeS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2134, dtype: object
CollectionDate 1701820800.0
Contaminant PFBA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2135, dtype: object
CollectionDate 1701820800.0
Contaminant PFBS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2136, dtype: object
CollectionDate 1701820800.0
Contaminant NMeFOSAA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2137, dtype: object
CollectionDate 1701820800.0
Contaminant lithium
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2138, dtype: object
CollectionDate 1701820800.0
Contaminant PFDoA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2139, dtype: object
CollectionDate 1701820800.0
Contaminant 8:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2140, dtype: object
CollectionDate 1701820800.0
Contaminant 6:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2141, dtype: object
CollectionDate 1701820800.0
Contaminant PFHpA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2142, dtype: object
CollectionDate 1701820800.0
Contaminant ADONA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2143, dtype: object
CollectionDate 1701820800.0
Contaminant PFNA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2144, dtype: object
CollectionDate 1701820800.0
Contaminant 9Cl-PF3ONS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2145, dtype: object
CollectionDate 1701820800.0
Contaminant PFOA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2146, dtype: object
CollectionDate 1701820800.0
Contaminant PFOS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2147, dtype: object
CollectionDate 1701820800.0
Contaminant PFDA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2148, dtype: object
CollectionDate 1701820800.0
Contaminant HFPO-DA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2149, dtype: object
CollectionDate 1701820800.0
Contaminant 11Cl-PF3OUdS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2150, dtype: object
CollectionDate 1701820800.0
Contaminant PFHxA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2151, dtype: object
CollectionDate 1701820800.0
Contaminant PFHpS
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2152, dtype: object
CollectionDate 1701820800.0
Contaminant PFTA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2153, dtype: object
CollectionDate 1701820800.0
Contaminant PFMBA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2154, dtype: object
CollectionDate 1701820800.0
Contaminant PFPeA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2155, dtype: object
CollectionDate 1701820800.0
Contaminant NEtFOSAA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2156, dtype: object
CollectionDate 1701820800.0
Contaminant PFMPA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2157, dtype: object
CollectionDate 1701820800.0
Contaminant PFUnA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2158, dtype: object
CollectionDate 1701820800.0
Contaminant PFTrDA
AnalyticalResultValue 0.0
ZIPCODE 48858
Latitude 43.61483
Longitude -84.79576
Name: 2159, dtype: object
CollectionDate 1520294400.0
Contaminant ethoprop
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 675, dtype: object
CollectionDate 1520294400.0
Contaminant tribufos
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 676, dtype: object
CollectionDate 1520294400.0
Contaminant chlorpyrifos
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 678, dtype: object
CollectionDate 1520294400.0
Contaminant alpha-hexachlorocyclohexane
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 679, dtype: object
CollectionDate 1520294400.0
Contaminant oxyfluorfen
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 680, dtype: object
CollectionDate 1520294400.0
Contaminant 2-methoxyethanol
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 681, dtype: object
CollectionDate 1520294400.0
Contaminant germanium
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 683, dtype: object
CollectionDate 1520294400.0
Contaminant manganese
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 684, dtype: object
CollectionDate 1520294400.0
Contaminant tebuconazole
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 685, dtype: object
CollectionDate 1520294400.0
Contaminant 1-butanol
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 686, dtype: object
CollectionDate 1520294400.0
Contaminant profenofos
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 687, dtype: object
CollectionDate 1520294400.0
Contaminant 2-propen-1-ol
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 688, dtype: object
CollectionDate 1520294400.0
Contaminant total permethrin
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 690, dtype: object
CollectionDate 1520294400.0
Contaminant dimethipin
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 691, dtype: object
CollectionDate 1520294400.0
Contaminant HAA9
AnalyticalResultValue 0.21
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 709, dtype: object
CollectionDate 1520294400.0
Contaminant HAA6Br
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 710, dtype: object
CollectionDate 1520294400.0
Contaminant HAA5
AnalyticalResultValue 0.21
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 711, dtype: object
CollectionDate 1520294400.0
Contaminant HAA9
AnalyticalResultValue 0.8
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 715, dtype: object
CollectionDate 1520294400.0
Contaminant HAA6Br
AnalyticalResultValue 0.45
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 716, dtype: object
CollectionDate 1520294400.0
Contaminant HAA5
AnalyticalResultValue 0.35
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 717, dtype: object
CollectionDate 1526342400.0
Contaminant butylated hydroxyanisole
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 677, dtype: object
CollectionDate 1526342400.0
Contaminant o-toluidine
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 682, dtype: object
CollectionDate 1526342400.0
Contaminant quinoline
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 689, dtype: object
CollectionDate 1536105600.0
Contaminant 2-methoxyethanol
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 698, dtype: object
CollectionDate 1536105600.0
Contaminant germanium
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 700, dtype: object
CollectionDate 1536105600.0
Contaminant manganese
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 701, dtype: object
CollectionDate 1536105600.0
Contaminant 1-butanol
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 703, dtype: object
CollectionDate 1536105600.0
Contaminant 2-propen-1-ol
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 705, dtype: object
CollectionDate 1536105600.0
Contaminant HAA9
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 712, dtype: object
CollectionDate 1536105600.0
Contaminant HAA6Br
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 713, dtype: object
CollectionDate 1536105600.0
Contaminant HAA5
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 714, dtype: object
CollectionDate 1536105600.0
Contaminant HAA9
AnalyticalResultValue 0.5
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 718, dtype: object
CollectionDate 1536105600.0
Contaminant HAA6Br
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 719, dtype: object
CollectionDate 1536105600.0
Contaminant HAA5
AnalyticalResultValue 0.5
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 720, dtype: object
CollectionDate 1537920000.0
Contaminant ethoprop
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 692, dtype: object
CollectionDate 1537920000.0
Contaminant tribufos
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 693, dtype: object
CollectionDate 1537920000.0
Contaminant butylated hydroxyanisole
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 694, dtype: object
CollectionDate 1537920000.0
Contaminant chlorpyrifos
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 695, dtype: object
CollectionDate 1537920000.0
Contaminant alpha-hexachlorocyclohexane
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 696, dtype: object
CollectionDate 1537920000.0
Contaminant oxyfluorfen
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 697, dtype: object
CollectionDate 1537920000.0
Contaminant o-toluidine
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 699, dtype: object
CollectionDate 1537920000.0
Contaminant tebuconazole
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 702, dtype: object
CollectionDate 1537920000.0
Contaminant profenofos
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 704, dtype: object
CollectionDate 1537920000.0
Contaminant quinoline
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 706, dtype: object
CollectionDate 1537920000.0
Contaminant total permethrin
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 707, dtype: object
CollectionDate 1537920000.0
Contaminant dimethipin
AnalyticalResultValue 0.0
ZIPCODE 56633
Latitude 47.31957
Longitude -94.50911
Name: 708, dtype: object
CollectionDate 1675209600.0
Contaminant PFPeS
AnalyticalResultValue 0.0
ZIPCODE 82520
Latitude 42.65919
Longitude -108.63282
Name: 2280, dtype: object
CollectionDate 1675209600.0
Contaminant PFHpS
AnalyticalResultValue 0.0
ZIPCODE 82520
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Latitude 48.50401
Longitude -122.65435
Name: 2276, dtype: object
CollectionDate 1701648000.0
Contaminant ADONA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 2277, dtype: object
CollectionDate 1701648000.0
Contaminant PFTA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 2278, dtype: object
CollectionDate 1701648000.0
Contaminant NMeFOSAA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 2279, dtype: object
CollectionDate 1709596800.0
Contaminant PFOS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1710, dtype: object
CollectionDate 1709596800.0
Contaminant ADONA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1711, dtype: object
CollectionDate 1709596800.0
Contaminant NEtFOSAA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1712, dtype: object
CollectionDate 1709596800.0
Contaminant PFBA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1713, dtype: object
CollectionDate 1709596800.0
Contaminant PFMPA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1714, dtype: object
CollectionDate 1709596800.0
Contaminant PFPeS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1715, dtype: object
CollectionDate 1709596800.0
Contaminant PFTrDA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1716, dtype: object
CollectionDate 1709596800.0
Contaminant 6:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1717, dtype: object
CollectionDate 1709596800.0
Contaminant PFNA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1718, dtype: object
CollectionDate 1709596800.0
Contaminant PFHpS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1719, dtype: object
CollectionDate 1709596800.0
Contaminant NMeFOSAA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1720, dtype: object
CollectionDate 1709596800.0
Contaminant PFHpA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1721, dtype: object
CollectionDate 1709596800.0
Contaminant 8:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1722, dtype: object
CollectionDate 1709596800.0
Contaminant 11Cl-PF3OUdS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1723, dtype: object
CollectionDate 1709596800.0
Contaminant NFDHA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1724, dtype: object
CollectionDate 1709596800.0
Contaminant PFDoA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1725, dtype: object
CollectionDate 1709596800.0
Contaminant PFHxA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1726, dtype: object
CollectionDate 1709596800.0
Contaminant PFPeA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1727, dtype: object
CollectionDate 1709596800.0
Contaminant PFBS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1728, dtype: object
CollectionDate 1709596800.0
Contaminant lithium
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1729, dtype: object
CollectionDate 1709596800.0
Contaminant PFDA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1730, dtype: object
CollectionDate 1709596800.0
Contaminant 4:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1731, dtype: object
CollectionDate 1709596800.0
Contaminant PFHxS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1732, dtype: object
CollectionDate 1709596800.0
Contaminant PFTA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1733, dtype: object
CollectionDate 1709596800.0
Contaminant PFOA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1734, dtype: object
CollectionDate 1709596800.0
Contaminant PFUnA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1735, dtype: object
CollectionDate 1709596800.0
Contaminant 9Cl-PF3ONS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1736, dtype: object
CollectionDate 1709596800.0
Contaminant PFMBA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1737, dtype: object
CollectionDate 1709596800.0
Contaminant HFPO-DA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1738, dtype: object
CollectionDate 1709596800.0
Contaminant PFEESA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1739, dtype: object
CollectionDate 1717459200.0
Contaminant NEtFOSAA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1740, dtype: object
CollectionDate 1717459200.0
Contaminant PFHxA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1741, dtype: object
CollectionDate 1717459200.0
Contaminant 9Cl-PF3ONS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1742, dtype: object
CollectionDate 1717459200.0
Contaminant PFPeS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1743, dtype: object
CollectionDate 1717459200.0
Contaminant PFOS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1744, dtype: object
CollectionDate 1717459200.0
Contaminant NFDHA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1745, dtype: object
CollectionDate 1717459200.0
Contaminant PFHxS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1746, dtype: object
CollectionDate 1717459200.0
Contaminant NMeFOSAA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1747, dtype: object
CollectionDate 1717459200.0
Contaminant PFPeA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1748, dtype: object
CollectionDate 1717459200.0
Contaminant PFTA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1749, dtype: object
CollectionDate 1717459200.0
Contaminant PFOA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1750, dtype: object
CollectionDate 1717459200.0
Contaminant 6:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1751, dtype: object
CollectionDate 1717459200.0
Contaminant PFUnA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1752, dtype: object
CollectionDate 1717459200.0
Contaminant PFBA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1753, dtype: object
CollectionDate 1717459200.0
Contaminant PFTrDA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1754, dtype: object
CollectionDate 1717459200.0
Contaminant PFMPA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1755, dtype: object
CollectionDate 1717459200.0
Contaminant PFHpS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1756, dtype: object
CollectionDate 1717459200.0
Contaminant HFPO-DA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1757, dtype: object
CollectionDate 1717459200.0
Contaminant PFDA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1758, dtype: object
CollectionDate 1717459200.0
Contaminant ADONA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1759, dtype: object
CollectionDate 1717459200.0
Contaminant PFEESA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1760, dtype: object
CollectionDate 1717459200.0
Contaminant PFMBA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1761, dtype: object
CollectionDate 1717459200.0
Contaminant PFHpA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1762, dtype: object
CollectionDate 1717459200.0
Contaminant 11Cl-PF3OUdS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1763, dtype: object
CollectionDate 1717459200.0
Contaminant 4:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1764, dtype: object
CollectionDate 1717459200.0
Contaminant PFBS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1765, dtype: object
CollectionDate 1717459200.0
Contaminant 8:2 FTS
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1766, dtype: object
CollectionDate 1717459200.0
Contaminant lithium
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1767, dtype: object
CollectionDate 1717459200.0
Contaminant PFDoA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1768, dtype: object
CollectionDate 1717459200.0
Contaminant PFNA
AnalyticalResultValue 0.0
ZIPCODE 98221
Latitude 48.50401
Longitude -122.65435
Name: 1769, dtype: object
first_entry = list(zipcode_dict.items())[0]
print(first_entry)
import json
with open('zipcode_data.json', 'w') as f:
json.dump(zipcode_dict, f, indent=4)
(6339, {'1,4-dioxane': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'chlorate': {160.0: [1426550400.0], 30.0: [1426550400.0], 340.0: [1434585600.0], 110.0: [1434585600.0], 470.0: [1444003200.0], 170.0: [1444003200.0], 370.0: [1450137600.0], 74.0: [1450137600.0]}, 'chromium': {0.0: [1426550400.0, 1434585600.0, 1434585600.0, 1444003200.0, 1444003200.0, 1450137600.0], 0.2: [1426550400.0, 1450137600.0]}, 'strontium': {72.0: [1426550400.0], 250.0: [1426550400.0], 66.0: [1434585600.0, 1450137600.0], 270.0: [1434585600.0, 1450137600.0], 62.0: [1444003200.0], 260.0: [1444003200.0]}, 'cobalt': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0], 1.4: [1426550400.0, 1450137600.0], 1.5: [1434585600.0], 1.3: [1444003200.0]}, 'molybdenum': {0.0: [1426550400.0, 1426550400.0, 1434585600.0, 1434585600.0, 1444003200.0, 1444003200.0, 1450137600.0, 1450137600.0]}, 'vanadium': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0], 0.2: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'bromomethane': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'HCFC-22': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'chromium-6': {0.0: [1426550400.0, 1434585600.0, 1450137600.0], 0.17: [1426550400.0, 1450137600.0], 0.14: [1434585600.0], 0.04: [1444003200.0], 0.06: [1444003200.0]}, 'PFOA': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'PFBS': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'PFHpA': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'PFHxS': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'PFNA': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'PFOS': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'Halon 1011': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, '1,2,3-trichloropropane': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, '1,3-butadiene': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'chloromethane': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, '1,1-dichloroethane': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'total permethrin': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, '1-butanol': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'dimethipin': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'oxyfluorfen': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'quinoline': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1550620800.0]}, 'alpha-hexachlorocyclohexane': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'tebuconazole': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, '2-methoxyethanol': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'o-toluidine': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1550620800.0]}, 'profenofos': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'tribufos': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'chlorpyrifos': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'butylated hydroxyanisole': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1550620800.0]}, '2-propen-1-ol': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'manganese': {4.976: [1522627200.0], 18.045: [1528070400.0], 27.482: [1536019200.0], 8.949: [1543881600.0]}, 'ethoprop': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'germanium': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'HAA6Br': {11.408: [1522627200.0], 10.822: [1522627200.0], 10.543: [1528070400.0], 11.057: [1528070400.0], 8.943: [1536019200.0], 9.137: [1536019200.0], 11.502: [1543881600.0], 11.277: [1543881600.0]}, 'HAA9': {40.535: [1522627200.0], 36.732: [1522627200.0], 52.079: [1528070400.0], 52.347: [1528070400.0], 23.006: [1536019200.0], 27.152: [1536019200.0], 29.425: [1543881600.0], 32.134: [1543881600.0]}, 'HAA5': {29.643: [1522627200.0], 26.422: [1522627200.0], 42.602: [1528070400.0], 42.34: [1528070400.0], 15.501: [1536019200.0], 19.231: [1536019200.0], 19.545: [1543881600.0], 22.223: [1543881600.0]}})
import os
import heapq
import datetime
import matplotlib.pyplot as plt
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_squared_error, r2_score
from sklearn.model_selection import train_test_split
def train_model_per_zipcode(zipcode_dict):
"""Trains a linear regression model for each zip code and contaminant.
Stores predicted analyticalResultValues for future date and returns a list of tuples
containing (zipcode, contaminant, predicted_AnalyticalResultValue).
Args:
zipcode_dict: A dictionary with zip codes as keys and inner dictionaries
containing contaminant data (collection date and AnalyticalResultValue).
"""
models = {}
top_graphs = [] # Priority queue to store top graphs (abs(r2_score - 1), file_name)
graph_count = 0
predicted_AnalyticalValues = [] # List to store (zipcode, contaminant, predicted_AnalyticalResultValue)
# Create an 'output_graphs' directory if it doesn't exist
output_dir = 'output_graphs'
if not os.path.exists(output_dir):
os.makedirs(output_dir)
# Create a dictionary to store predictions
zipcode_predictions = {}
for zipcode, contaminant_data in zipcode_dict.items():
for contaminant, data_points in contaminant_data.items(): # Iterate through contaminants
X = []
y = []
# Changed loop to iterate through the actual structure of data_points
for analyticalResultValue, collection_dates in data_points.items():
for collection_date in collection_dates:
X.append([collection_date]) # Use collection date as the feature
y.append(analyticalResultValue) # Use analyticalResultValue as the target
if len(X) > 1: # Need at least 2 data points for training
# Split the data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(
X, y, test_size=0.2, random_state=42
)
model = LinearRegression()
model.fit(X_train, y_train)
y_pred = model.predict(X_test)
# Calculate and print the MSE for this model
mse = mean_squared_error(y_test, y_pred)
print(f"\nZip Code: {zipcode}, MSE: {mse}")
# Calculate and print the R-squared score
r2 = r2_score(y_test, y_pred)
if(np.isnan(r2)):
r2 = 1.0
print(f"Zip Code: {zipcode}, R^2 score: {r2}")
models[zipcode] = model # Store the model for this zip code
# --- Prediction into the future ---
future_date = datetime.datetime.now() + datetime.timedelta(days=365)
future_date_timestamp = int(future_date.timestamp())
future_prediction = model.predict([[future_date_timestamp]])
print(f"Prediction for {contaminant} in zip code {zipcode} on {future_date.strftime('%Y-%m-%d')}: {future_prediction[0]}")
# Store the prediction
predicted_AnalyticalValues.append((zipcode, contaminant, future_prediction[0], future_date.strftime('%Y-%m-%d')))
# Store the prediction in the dictionary along with MSE and R-squared
zipcode_predictions.setdefault(zipcode, {}).setdefault(contaminant, []).append({
"date": future_date.strftime('%Y-%m-%d'),
"predicted_value": future_prediction[0],
"mse": mse, # Add MSE
"r2": r2 # Add R-squared
})
# --- Plotting ---
X_dates = [datetime.datetime.fromtimestamp(ts) for ts in np.array(X).flatten()]
plt.figure(figsize=(8, 6))
plt.scatter(X_dates, y, color='blue', label='Actual AnalyticalResultValue')
plt.plot(X_dates, model.predict(np.array(X).reshape(-1, 1)), color='red', label='Predicted AnalyticalResultValue')
# Add future prediction to the plot
plt.scatter([future_date], future_prediction, color='green', marker='o', s=100, label='Future Prediction')
plt.title(f"Linear Regression for Zip Code: {zipcode} and Contaminant: {contaminant}\n"
f"Prediction for {future_date.strftime('%Y-%m-%d')}: {future_prediction[0]}\n"
f"Mean Squared Error: {mse}, R^2 Score: {r2}")
plt.xlabel('Collection Date')
plt.ylabel('AnalyticalResultValue')
plt.xticks(rotation=45, ha='right')
plt.legend()
plt.grid(True)
plt.tight_layout()
# --- Saving Graphs (with variety selection) ---
file_name = os.path.join(output_dir, f"{zipcode}_{contaminant}_graph.png")
# plt.savefig(file_name) # Save the graph - might not be necessary unless you want a lot
# Calculate and print the R-squared score
r2 = r2_score(y_test, y_pred)
if np.isnan(r2):
r2 = 1.0 # Handle NaN by setting R^2 to 1.0
#print(f"Zip Code: {zipcode}, R^2 score: {r2}")
accuracy = abs(r2 - 1)
models[zipcode] = model # Store the model for this zip code
# Calculate variety (standard deviation of MRL values)
variety = np.std(y)
# Add to priority queue based on variety and accuracy
score = variety * (1 - accuracy) # Combine variety and accuracy
heapq.heappush(top_graphs, (-score, file_name)) # Use negative for max-heap
if len(top_graphs) > 5: # Keep only top 5
heapq.heappop(top_graphs)
graph_count += 1
plt.show()
# Save the top 15 most accurate graphs
print(f"Saving top 15 most accurate predictions based on R^2 score out of {graph_count} total graphs")
for accuracy, file_name in top_graphs:
plt.savefig(file_name)
print(f"Total graphs generated: {graph_count}")
# return models, predicted_AnalyticalValues
# Return both zipcode_predictions and predicted_AnalyticalValues
return zipcode_predictions, predicted_AnalyticalValues
# Train models for each zip code
# models, predicted_AnalyticalValues = train_model_per_zipcode(zipcode_dict)
# Train models and get predictions
zipcode_predictions, predicted_AnalyticalValues = train_model_per_zipcode(zipcode_dict) # Receive both return values
# Save predictions to a JSON file
with open('zipcode_predictions.json', 'w') as f:
json.dump(zipcode_predictions, f, indent=4) # Use indent for readability
print(zipcode_predictions)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 1,4-dioxane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 19692.292764058227 Zip Code: 6339, R^2 score: -3.018835257971067 Prediction for chlorate in zip code 6339 on 2025-12-10: 1520.1093366459436
Zip Code: 6339, MSE: 0.0048325645150389205 Zip Code: 6339, R^2 score: 0.0 Prediction for chromium in zip code 6339 on 2025-12-10: 0.2545034547945586
Zip Code: 6339, MSE: 16317.20227833172 Zip Code: 6339, R^2 score: -162.1720227833172 Prediction for strontium in zip code 6339 on 2025-12-10: 118.77321236495004
Zip Code: 6339, MSE: 0.7992282334162855 Zip Code: 6339, R^2 score: -0.6310780273801746 Prediction for cobalt in zip code 6339 on 2025-12-10: -7.171894832131599
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for molybdenum in zip code 6339 on 2025-12-10: 0.0
Zip Code: 6339, MSE: 0.010000000000000002 Zip Code: 6339, R^2 score: 0.0 Prediction for vanadium in zip code 6339 on 2025-12-10: 0.09999999999999966
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for bromomethane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for HCFC-22 in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.00493389399817824 Zip Code: 6339, R^2 score: -0.00691714248535491 Prediction for chromium-6 in zip code 6339 on 2025-12-10: -0.0700095834980402
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFOA in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFBS in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFHpA in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFHxS in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFNA in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for PFOS in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for Halon 1011 in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 1,2,3-trichloropropane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 1,3-butadiene in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for chloromethane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 1,1-dichloroethane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for total permethrin in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 1-butanol in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for dimethipin in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for oxyfluorfen in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for quinoline in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for alpha-hexachlorocyclohexane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for tebuconazole in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 2-methoxyethanol in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for o-toluidine in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for profenofos in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for tribufos in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for chlorpyrifos in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for butylated hydroxyanisole in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for 2-propen-1-ol in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 40.4314710093647 Zip Code: 6339, R^2 score: 1.0 Prediction for manganese in zip code 6339 on 2025-12-10: 93.92657700114194
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for ethoprop in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0 Zip Code: 6339, R^2 score: 1.0 Prediction for germanium in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 1.3743854425423327 Zip Code: 6339, R^2 score: -0.9362825313842118 Prediction for HAA6Br in zip code 6339 on 2025-12-10: 11.351398026837902
Zip Code: 6339, MSE: 110.77963795857383 Zip Code: 6339, R^2 score: -3.828240722389367 Prediction for HAA9 in zip code 6339 on 2025-12-10: -176.7006673989581
Zip Code: 6339, MSE: 101.03120566372047 Zip Code: 6339, R^2 score: -6.815143368225137 Prediction for HAA5 in zip code 6339 on 2025-12-10: -177.74306433665538
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFHxS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for tellurium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for chromium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for cobalt in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for chloromethane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 1.2567536775713826 Zip Code: 35005, R^2 score: 0.0 Prediction for molybdenum in zip code 35005 on 2025-12-10: -17.550741216281907
Zip Code: 35005, MSE: 0.0886435297668037 Zip Code: 35005, R^2 score: -0.41829647626885924 Prediction for vanadium in zip code 35005 on 2025-12-10: -0.16001759184956565
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for Halon 1011 in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for n-propylbenzene in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.00026602723790868966 Zip Code: 35005, R^2 score: -0.7583927418116847 Prediction for chromium-6 in zip code 35005 on 2025-12-10: -0.08891460360320946
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for germanium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFHpA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 1,1-dichloroethane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0008702685204829733 Zip Code: 35005, R^2 score: 1.0 Prediction for 1,4-dioxane in zip code 35005 on 2025-12-10: -0.1008497656594034
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for sec-butylbenzene in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 8.387055689503859e-07 Zip Code: 35005, R^2 score: 0.0 Prediction for PFBS in zip code 35005 on 2025-12-10: 0.0012998288755263392
Zip Code: 35005, MSE: 26.651938621736893 Zip Code: 35005, R^2 score: -0.004880332613324656 Prediction for strontium in zip code 35005 on 2025-12-10: 78.97513505967873
Zip Code: 35005, MSE: 1766.0237261626048 Zip Code: 35005, R^2 score: -109.3764828851628 Prediction for chlorate in zip code 35005 on 2025-12-10: 239.9273521754575
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 1,3-butadiene in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 1.4199738664282935 Zip Code: 35005, R^2 score: 0.08003837630400246 Prediction for manganese in zip code 35005 on 2025-12-10: 2.830077986981136
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFOA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for HCFC-22 in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFNA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for bromomethane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 1,2,3-trichloropropane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFOS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for total permethrin in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 1-butanol in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for profenofos in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 2-propen-1-ol in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for quinoline in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for dimethipin in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for alpha-hexachlorocyclohexane in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 2-methoxyethanol in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for o-toluidine in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for butylated hydroxyanisole in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for tribufos in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for ethoprop in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for chlorpyrifos in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for tebuconazole in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for oxyfluorfen in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 71.13651975704933 Zip Code: 35005, R^2 score: -0.06588819493761333 Prediction for HAA5 in zip code 35005 on 2025-12-10: 45.652204417819064
Zip Code: 35005, MSE: 96.90103322565629 Zip Code: 35005, R^2 score: -0.10769004356311895 Prediction for HAA9 in zip code 35005 on 2025-12-10: 63.60966656240967
Zip Code: 35005, MSE: 4.028737561434607 Zip Code: 35005, R^2 score: -0.6982853899411692 Prediction for HAA6Br in zip code 35005 on 2025-12-10: 18.91483522063855
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for total microcystins in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for cylindrospermopsin in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for anatoxin-a in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.00034615214998987427 Zip Code: 35005, R^2 score: 0.0 Prediction for 6:2 FTS in zip code 35005 on 2025-12-10: 0.06534047089538442
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 11Cl-PF3OUdS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for HFPO-DA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for NMeFOSAA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.000743445090272594 Zip Code: 35005, R^2 score: 0.0 Prediction for PFHxA in zip code 35005 on 2025-12-10: 0.09575759600870448
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFBA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFMBA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 4:2 FTS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFHpS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.00032269118381934067 Zip Code: 35005, R^2 score: 0.0 Prediction for PFPeA in zip code 35005 on 2025-12-10: 0.06308736199126885
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFEESA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFDA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for NFDHA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFTA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for lithium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for ADONA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFUnA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFMPA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFPeS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 9Cl-PF3ONS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for NEtFOSAA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFDoA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for PFTrDA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0 Zip Code: 35005, R^2 score: 1.0 Prediction for 8:2 FTS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.6852360625400931 Zip Code: 48858, R^2 score: -0.6696785149612403 Prediction for molybdenum in zip code 48858 on 2025-12-10: 14.360067439569306
Zip Code: 48858, MSE: 60945.768775145836 Zip Code: 48858, R^2 score: -0.2923191004059762 Prediction for chlorate in zip code 48858 on 2025-12-10: 375.6182636685928
Zip Code: 48858, MSE: 21365.960931773894 Zip Code: 48858, R^2 score: -0.08346657869035967 Prediction for strontium in zip code 48858 on 2025-12-10: -396.52501805596467
Zip Code: 48858, MSE: 0.04122082888770788 Zip Code: 48858, R^2 score: 0.16893490145750234 Prediction for chromium in zip code 48858 on 2025-12-10: 3.6574952565588728
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for cobalt in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.007933698598039867 Zip Code: 48858, R^2 score: -0.23964040594372915 Prediction for vanadium in zip code 48858 on 2025-12-10: 1.5024851690400114
Zip Code: 48858, MSE: 0.0598874277899631 Zip Code: 48858, R^2 score: -0.36654408063990296 Prediction for chromium-6 in zip code 48858 on 2025-12-10: 2.7035852125631195
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for Halon 1011 in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFOA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFHxS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 1,4-dioxane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 1,3-butadiene in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFOS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 1,1-dichloroethane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for chloromethane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for equilin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for testosterone in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for estrone in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for estriol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for HCFC-22 in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 4.239940175947256e-09 Zip Code: 48858, R^2 score: 0.0 Prediction for PFBS in zip code 48858 on 2025-12-10: 0.0016709344497596755
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 17-alpha-ethynylestradiol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 4-androstene-3,17-dione in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFHpA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 1,2,3-trichloropropane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFNA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for bromomethane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 17-beta-estradiol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for ethoprop in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for tribufos in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for chlorpyrifos in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for alpha-hexachlorocyclohexane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for oxyfluorfen in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 292.6997564818183 Zip Code: 48858, R^2 score: -0.69266438133741 Prediction for 2-methoxyethanol in zip code 48858 on 2025-12-10: 10.84839489294292
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for germanium in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 3409.5299061564065 Zip Code: 48858, R^2 score: -0.12711732434922518 Prediction for manganese in zip code 48858 on 2025-12-10: 110.32143910224283
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for tebuconazole in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 1-butanol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for profenofos in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 2-propen-1-ol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for total permethrin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for dimethipin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 185.0883690280543 Zip Code: 48858, R^2 score: -0.8625319136488758 Prediction for HAA9 in zip code 48858 on 2025-12-10: -4.769669316143876
Zip Code: 48858, MSE: 61.39802522192581 Zip Code: 48858, R^2 score: -0.9612283891709787 Prediction for HAA6Br in zip code 48858 on 2025-12-10: 4.245443862433049
Zip Code: 48858, MSE: 58.49878492674781 Zip Code: 48858, R^2 score: -0.9754481994673874 Prediction for HAA5 in zip code 48858 on 2025-12-10: -9.251015483608597
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for butylated hydroxyanisole in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for o-toluidine in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for quinoline in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for cylindrospermopsin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for total microcystins in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for anatoxin-a in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for NMeFOSAA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFUnA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 88.9249000000012 Zip Code: 48858, R^2 score: 0.0 Prediction for lithium in zip code 48858 on 2025-12-10: -39.86835969162394
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for NEtFOSAA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for ADONA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 9Cl-PF3ONS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 11Cl-PF3OUdS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFHpS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFMBA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFPeA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFMPA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFEESA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for NFDHA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFPeS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 8:2 FTS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 6:2 FTS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for 4:2 FTS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFTA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFDA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for HFPO-DA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFHxA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFTrDA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFDoA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0 Zip Code: 48858, R^2 score: 1.0 Prediction for PFBA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for ethoprop in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for tribufos in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for chlorpyrifos in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for alpha-hexachlorocyclohexane in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for oxyfluorfen in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for 2-methoxyethanol in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for germanium in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for manganese in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for tebuconazole in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for 1-butanol in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for profenofos in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for 2-propen-1-ol in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for total permethrin in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for dimethipin in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.3481000000000001 Zip Code: 56633, R^2 score: 1.0 Prediction for HAA9 in zip code 56633 on 2025-12-10: 0.8300308920259054
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for HAA6Br in zip code 56633 on 2025-12-10: -3.262673767645719
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.019600000000000003 Zip Code: 56633, R^2 score: 1.0 Prediction for HAA5 in zip code 56633 on 2025-12-10: 0.8300308970856101
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for butylated hydroxyanisole in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for o-toluidine in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0 Zip Code: 56633, R^2 score: 1.0 Prediction for quinoline in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFPeS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFHpS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFTrDA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFHxS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for NEtFOSAA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFUnA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFMPA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for 8:2 FTS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFPeA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for HFPO-DA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFOS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFBS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFTA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for 6:2 FTS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFBA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for 4:2 FTS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 3.227428805536995e-06 Zip Code: 82520, R^2 score: 0.0 Prediction for PFOA in zip code 82520 on 2025-12-10: 0.009075893155372411
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFHxA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for NMeFOSAA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFNA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for 9Cl-PF3ONS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for 11Cl-PF3OUdS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFMBA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFEESA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFDA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFHpA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for NFDHA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 21.46165059074268 Zip Code: 82520, R^2 score: 0.0 Prediction for lithium in zip code 82520 on 2025-12-10: 15.276715331845594
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for PFDoA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0 Zip Code: 82520, R^2 score: 1.0 Prediction for ADONA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 1.9072777650874673 Zip Code: 98221, R^2 score: 0.5551538740320776 Prediction for HAA9 in zip code 98221 on 2025-12-10: 32.81417621855479
Zip Code: 98221, MSE: 1.5079058189164933 Zip Code: 98221, R^2 score: 0.5381605455079652 Prediction for HAA5 in zip code 98221 on 2025-12-10: 30.041305722695824
Zip Code: 98221, MSE: 0.042482757369865606 Zip Code: 98221, R^2 score: 0.05593872511409759 Prediction for HAA6Br in zip code 98221 on 2025-12-10: 3.426865661219008
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 2-methoxyethanol in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for germanium in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for dimethipin in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 2-propen-1-ol in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for butylated hydroxyanisole in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 46.34736832343395 Zip Code: 98221, R^2 score: 1.0 Prediction for manganese in zip code 98221 on 2025-12-10: 11.313612861721772
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for tribufos in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for alpha-hexachlorocyclohexane in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for ethoprop in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for chlorpyrifos in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for tebuconazole in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for o-toluidine in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for total permethrin in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 1-butanol in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for profenofos in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for quinoline in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for oxyfluorfen in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning) /usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples. warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for cylindrospermopsin in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for anatoxin-a in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for total microcystins in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFEESA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for NMeFOSAA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFMBA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFOA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFUnA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for lithium in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFDoA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFHpA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for ADONA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 9Cl-PF3ONS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for NEtFOSAA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFHxA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFMPA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 11Cl-PF3OUdS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for NFDHA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFNA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFOS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFHxS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFPeA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFBS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 4:2 FTS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFHpS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 6:2 FTS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFPeS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for 8:2 FTS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFTA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFDA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for HFPO-DA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFTrDA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0 Zip Code: 98221, R^2 score: 1.0 Prediction for PFBA in zip code 98221 on 2025-12-10: 0.0
Saving top 15 most accurate predictions based on R^2 score out of 290 total graphs
Total graphs generated: 290
{6339: {'1,4-dioxane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorate': [{'date': '2025-12-10', 'predicted_value': 1520.1093366459436, 'mse': 19692.292764058227, 'r2': -3.018835257971067}], 'chromium': [{'date': '2025-12-10', 'predicted_value': 0.2545034547945586, 'mse': 0.0048325645150389205, 'r2': 0.0}], 'strontium': [{'date': '2025-12-10', 'predicted_value': 118.77321236495004, 'mse': 16317.20227833172, 'r2': -162.1720227833172}], 'cobalt': [{'date': '2025-12-10', 'predicted_value': -7.171894832131599, 'mse': 0.7992282334162855, 'r2': -0.6310780273801746}], 'molybdenum': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'vanadium': [{'date': '2025-12-10', 'predicted_value': 0.09999999999999966, 'mse': 0.010000000000000002, 'r2': 0.0}], 'bromomethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HCFC-22': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chromium-6': [{'date': '2025-12-10', 'predicted_value': -0.0700095834980402, 'mse': 0.00493389399817824, 'r2': -0.00691714248535491}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'Halon 1011': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,2,3-trichloropropane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,3-butadiene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chloromethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,1-dichloroethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 93.92657700114194, 'mse': 40.4314710093647, 'r2': 1.0}], 'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': 11.351398026837902, 'mse': 1.3743854425423327, 'r2': -0.9362825313842118}], 'HAA9': [{'date': '2025-12-10', 'predicted_value': -176.7006673989581, 'mse': 110.77963795857383, 'r2': -3.828240722389367}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': -177.74306433665538, 'mse': 101.03120566372047, 'r2': -6.815143368225137}]}, 35005: {'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tellurium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chromium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'cobalt': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chloromethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'molybdenum': [{'date': '2025-12-10', 'predicted_value': -17.550741216281907, 'mse': 1.2567536775713826, 'r2': 0.0}], 'vanadium': [{'date': '2025-12-10', 'predicted_value': -0.16001759184956565, 'mse': 0.0886435297668037, 'r2': -0.41829647626885924}], 'Halon 1011': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'n-propylbenzene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chromium-6': [{'date': '2025-12-10', 'predicted_value': -0.08891460360320946, 'mse': 0.00026602723790868966, 'r2': -0.7583927418116847}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,1-dichloroethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,4-dioxane': [{'date': '2025-12-10', 'predicted_value': -0.1008497656594034, 'mse': 0.0008702685204829733, 'r2': 1.0}], 'sec-butylbenzene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0012998288755263392, 'mse': 8.387055689503859e-07, 'r2': 0.0}], 'strontium': [{'date': '2025-12-10', 'predicted_value': 78.97513505967873, 'mse': 26.651938621736893, 'r2': -0.004880332613324656}], 'chlorate': [{'date': '2025-12-10', 'predicted_value': 239.9273521754575, 'mse': 1766.0237261626048, 'r2': -109.3764828851628}], '1,3-butadiene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 2.830077986981136, 'mse': 1.4199738664282935, 'r2': 0.08003837630400246}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HCFC-22': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'bromomethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,2,3-trichloropropane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': 45.652204417819064, 'mse': 71.13651975704933, 'r2': -0.06588819493761333}], 'HAA9': [{'date': '2025-12-10', 'predicted_value': 63.60966656240967, 'mse': 96.90103322565629, 'r2': -0.10769004356311895}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': 18.91483522063855, 'mse': 4.028737561434607, 'r2': -0.6982853899411692}], 'total microcystins': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'cylindrospermopsin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'anatoxin-a': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '6:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.06534047089538442, 'mse': 0.00034615214998987427, 'r2': 0.0}], '11Cl-PF3OUdS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HFPO-DA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NMeFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxA': [{'date': '2025-12-10', 'predicted_value': 0.09575759600870448, 'mse': 0.000743445090272594, 'r2': 0.0}], 'PFBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeA': [{'date': '2025-12-10', 'predicted_value': 0.06308736199126885, 'mse': 0.00032269118381934067, 'r2': 0.0}], 'PFEESA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NFDHA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'lithium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ADONA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFUnA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMPA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '9Cl-PF3ONS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NEtFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDoA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTrDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '8:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}, 48858: {'molybdenum': [{'date': '2025-12-10', 'predicted_value': 14.360067439569306, 'mse': 0.6852360625400931, 'r2': -0.6696785149612403}], 'chlorate': [{'date': '2025-12-10', 'predicted_value': 375.6182636685928, 'mse': 60945.768775145836, 'r2': -0.2923191004059762}], 'strontium': [{'date': '2025-12-10', 'predicted_value': -396.52501805596467, 'mse': 21365.960931773894, 'r2': -0.08346657869035967}], 'chromium': [{'date': '2025-12-10', 'predicted_value': 3.6574952565588728, 'mse': 0.04122082888770788, 'r2': 0.16893490145750234}], 'cobalt': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'vanadium': [{'date': '2025-12-10', 'predicted_value': 1.5024851690400114, 'mse': 0.007933698598039867, 'r2': -0.23964040594372915}], 'chromium-6': [{'date': '2025-12-10', 'predicted_value': 2.7035852125631195, 'mse': 0.0598874277899631, 'r2': -0.36654408063990296}], 'Halon 1011': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,4-dioxane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,3-butadiene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,1-dichloroethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chloromethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'equilin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'testosterone': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'estrone': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'estriol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HCFC-22': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0016709344497596755, 'mse': 4.239940175947256e-09, 'r2': 0.0}], '17-alpha-ethynylestradiol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4-androstene-3,17-dione': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,2,3-trichloropropane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'bromomethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '17-beta-estradiol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 10.84839489294292, 'mse': 292.6997564818183, 'r2': -0.69266438133741}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 110.32143910224283, 'mse': 3409.5299061564065, 'r2': -0.12711732434922518}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HAA9': [{'date': '2025-12-10', 'predicted_value': -4.769669316143876, 'mse': 185.0883690280543, 'r2': -0.8625319136488758}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': 4.245443862433049, 'mse': 61.39802522192581, 'r2': -0.9612283891709787}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': -9.251015483608597, 'mse': 58.49878492674781, 'r2': -0.9754481994673874}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'cylindrospermopsin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total microcystins': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'anatoxin-a': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NMeFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFUnA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'lithium': [{'date': '2025-12-10', 'predicted_value': -39.86835969162394, 'mse': 88.9249000000012, 'r2': 0.0}], 'NEtFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ADONA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '9Cl-PF3ONS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '11Cl-PF3OUdS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMPA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFEESA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NFDHA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '8:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '6:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HFPO-DA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTrDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDoA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}, 56633: {'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HAA9': [{'date': '2025-12-10', 'predicted_value': 0.8300308920259054, 'mse': 0.3481000000000001, 'r2': 1.0}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': -3.262673767645719, 'mse': 0.0, 'r2': 1.0}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': 0.8300308970856101, 'mse': 0.019600000000000003, 'r2': 1.0}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}, 82520: {'PFPeS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTrDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NEtFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFUnA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMPA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '8:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HFPO-DA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '6:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.009075893155372411, 'mse': 3.227428805536995e-06, 'r2': 0.0}], 'PFHxA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NMeFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '9Cl-PF3ONS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '11Cl-PF3OUdS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFEESA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NFDHA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'lithium': [{'date': '2025-12-10', 'predicted_value': 15.276715331845594, 'mse': 21.46165059074268, 'r2': 0.0}], 'PFDoA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ADONA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}, 98221: {'HAA9': [{'date': '2025-12-10', 'predicted_value': 32.81417621855479, 'mse': 1.9072777650874673, 'r2': 0.5551538740320776}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': 30.041305722695824, 'mse': 1.5079058189164933, 'r2': 0.5381605455079652}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': 3.426865661219008, 'mse': 0.042482757369865606, 'r2': 0.05593872511409759}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 11.313612861721772, 'mse': 46.34736832343395, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'cylindrospermopsin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'anatoxin-a': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total microcystins': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFEESA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NMeFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFUnA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'lithium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDoA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ADONA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '9Cl-PF3ONS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NEtFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMPA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '11Cl-PF3OUdS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NFDHA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '6:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '8:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HFPO-DA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTrDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}}
<Figure size 640x480 with 0 Axes>
# print the top 10 zip codes and contaminants that have the highest predicted AnalyticalResultValue
def print_top_10_zipcodes_predicted_contaminants(predicted_AnalyticalResultValue):
"""Prints the top 10 zip codes with the highest predicted contaminants based on predicted AnalyticalResultValue.
Args:
predicted_AnalyticalValues (list): A list of tuples containing (zipcode, contaminant, predicted_AnalyticalResultValue).
"""
# Create a dictionary to store zip codes and their highest predicted AnalyticalResultValue
zipcode_max_AnalyticalResultValue = {}
for zipcode, contaminant, predicted_AnalyticalResultValue, collectionDate in predicted_AnalyticalResultValue:
if zipcode not in zipcode_max_AnalyticalResultValue or predicted_AnalyticalResultValue > zipcode_max_AnalyticalResultValue[zipcode][0]:
zipcode_max_AnalyticalResultValue[zipcode] = (predicted_AnalyticalResultValue, contaminant, collectionDate)
# Sort zip codes by highest predicted AnalyticalResultValue in descending order
sorted_zipcodes = sorted(zipcode_max_AnalyticalResultValue.items(), key=lambda item: item[1][0], reverse=True)
print("\nTop 10 Zip Codes with Highest Predicted Contaminants and AnalyticalResultValue:")
for i, (zipcode, (predicted_AnalyticalResultValue, contaminant, collectionDate)) in enumerate(sorted_zipcodes[:10]):
print(f"{i+1}. Zip Code: {zipcode}, Contaminant: {contaminant}, Predicted AnalyticalResultValue: {predicted_AnalyticalResultValue}, Date: {collectionDate}")
# Assuming 'df' is your DataFrame
print_top_10_zipcodes_predicted_contaminants(predicted_AnalyticalValues)
Top 10 Zip Codes with Highest Predicted Contaminants and AnalyticalResultValue: 1. Zip Code: 6339, Contaminant: chlorate, Predicted AnalyticalResultValue: 1520.1093366459436, Date: 2025-12-10 2. Zip Code: 48858, Contaminant: chlorate, Predicted AnalyticalResultValue: 375.6182636685928, Date: 2025-12-10 3. Zip Code: 35005, Contaminant: chlorate, Predicted AnalyticalResultValue: 239.9273521754575, Date: 2025-12-10 4. Zip Code: 98221, Contaminant: HAA9, Predicted AnalyticalResultValue: 32.81417621855479, Date: 2025-12-10 5. Zip Code: 82520, Contaminant: lithium, Predicted AnalyticalResultValue: 15.276715331845594, Date: 2025-12-10 6. Zip Code: 56633, Contaminant: HAA5, Predicted AnalyticalResultValue: 0.8300308970856101, Date: 2025-12-10
import matplotlib.pyplot as plt
def plot_top_zipcodes_predicted_contaminants(predicted_AnalyticalResultValue, zipcode_data):
# Sort predicted AnalyticalResultValue in descending order
sorted_predictions = sorted(predicted_AnalyticalResultValue, key=lambda item: item[2], reverse=True)
# Prepare data for the vertical bar graph (using sorted_predictions directly)
top_zipcodes_contaminants = [(f"{zipcode} - {contaminant} ({predicted_date})")
for zipcode, contaminant, analyticalResultValue, predicted_date in sorted_predictions[:10]]
top_analyticalResultValues = [analyticalResultValue for zipcode, contaminant, analyticalResultValue, predicted_date in sorted_predictions[:10]]
# Get zip codes from sorted_predictions (avoiding zipcode_max_analyticalResultValue)
zipcodes_list = [str(zipcode) for zipcode, _, _, _ in sorted_predictions[:10]]
# Get unique zip codes from zipcode_data
unique_zipcodes = [str(zipcode) for zipcode, _ in zipcode_data]
# Create the vertical bar graph
plt.figure(figsize=(10, 6))
plt.bar(top_zipcodes_contaminants, top_analyticalResultValues)
plt.xlabel("Zip Code - Contaminant - Predicted Date")
plt.ylabel("Predicted AnalyticalResultValue")
#plt.title(f"Linear Regression:\nTop 10 Highest Predicted AnalyticalResultValue in Zip Codes: {', '.join(unique_zipcodes)}\n")
# --- Modified title section ---
title_text = "Linear Regression\nTop 10 Highest Predicted AnalyticalResultValue Zip Codes:\n"
# Split unique_zipcodes into chunks of 10
zipcodes_chunks = [unique_zipcodes[i:i + 10] for i in range(0, len(unique_zipcodes), 10)]
# Join chunks with newlines and commas
zipcodes_formatted = '\n'.join([', '.join(chunk) for chunk in zipcodes_chunks])
plt.title(f"{title_text}\n{zipcodes_formatted}")
# --- End of modified title section ---
plt.xticks(rotation=45, ha='right')
plt.tight_layout()
plt.show()
# Assuming 'predicted_AnalyticalValues' is your list of tuples and 'zipcode_data' is available
plot_top_zipcodes_predicted_contaminants(predicted_AnalyticalValues, zipcode_data) # Pass zipcode_data
# prompt: print the number of zipcodes our data has, no duplicates
unique_zipcodes = df['ZIPCODE'].unique()
print(f"Number of unique zipcodes: {len(unique_zipcodes)}")
Number of unique zipcodes: 6
Prediction level heatmaps based on training data
print(f"Heatmap of all predictions")
heatmap_prediction_data = pd.DataFrame(predicted_AnalyticalValues, columns=['ZIPCODE', 'Contaminant', 'PredictedValue', 'Date'])
# Merge with original DataFrame to get Latitude and Longitude
heatmap_prediction_data = pd.merge(heatmap_prediction_data, df[['ZIPCODE', 'Latitude', 'Longitude']], on='ZIPCODE', how='left')
# Select the necessary columns for the heatmap
heatmap_data = heatmap_prediction_data[['Latitude', 'Longitude', 'PredictedValue']].values.tolist()
# Create a folium map centered on the US
m = folium.Map(location=[37.8, -96.9], zoom_start=4)
# Add a heatmap layer using Latitude, Longitude, and PredictedValue
HeatMap(heatmap_data, min_opacity=0.2, radius=10, blur=10, max_zoom=1).add_to(m)
display(m)
print("\n")
# Create file name and save the map
file_name = os.path.join(output_dir, f"prediction_heatmap.html")
save_heatmap_to_file(m, file_name)
Heatmap of all predictions
Prediction heatmaps for individual contaminants
for contaminant, group_data in sorted(heatmap_prediction_data.groupby('Contaminant')):
print(f"Generating prediction heatmap for Contaminant: {contaminant}\n")
# Prepare data for this heatmap
heatmap_data = group_data[['Latitude', 'Longitude', 'PredictedValue']].values.tolist()
# Create a folium map centered on the US
m = folium.Map(location=[37.8, -96.9], zoom_start=4)
# Add a heatmap layer using Latitude, Longitude, and PredictedValue
HeatMap(heatmap_data, min_opacity=0.2, radius=10, blur=10, max_zoom=1).add_to(m)
display(m)
print("\n")
# Create file name and save the map
file_name = os.path.join(output_dir, f"{contaminant}_prediction_heatmap.html")
save_heatmap_to_file(m, file_name)
print(f"Prediction heatmaps saved to the '{output_dir}' directory.")
Generating prediction heatmap for Contaminant: 1,1-dichloroethane
Generating prediction heatmap for Contaminant: 1,2,3-trichloropropane
Generating prediction heatmap for Contaminant: 1,3-butadiene
Generating prediction heatmap for Contaminant: 1,4-dioxane
Generating prediction heatmap for Contaminant: 1-butanol
Generating prediction heatmap for Contaminant: 11Cl-PF3OUdS
Generating prediction heatmap for Contaminant: 17-alpha-ethynylestradiol
Generating prediction heatmap for Contaminant: 17-beta-estradiol
Generating prediction heatmap for Contaminant: 2-methoxyethanol
Generating prediction heatmap for Contaminant: 2-propen-1-ol
Generating prediction heatmap for Contaminant: 4-androstene-3,17-dione
Generating prediction heatmap for Contaminant: 4:2 FTS
Generating prediction heatmap for Contaminant: 6:2 FTS
Generating prediction heatmap for Contaminant: 8:2 FTS
Generating prediction heatmap for Contaminant: 9Cl-PF3ONS
Generating prediction heatmap for Contaminant: ADONA
Generating prediction heatmap for Contaminant: HAA5
Generating prediction heatmap for Contaminant: HAA6Br
Generating prediction heatmap for Contaminant: HAA9
Generating prediction heatmap for Contaminant: HCFC-22
Generating prediction heatmap for Contaminant: HFPO-DA
Generating prediction heatmap for Contaminant: Halon 1011
Generating prediction heatmap for Contaminant: NEtFOSAA
Generating prediction heatmap for Contaminant: NFDHA
Generating prediction heatmap for Contaminant: NMeFOSAA
Generating prediction heatmap for Contaminant: PFBA
Generating prediction heatmap for Contaminant: PFBS
Generating prediction heatmap for Contaminant: PFDA
Generating prediction heatmap for Contaminant: PFDoA
Generating prediction heatmap for Contaminant: PFEESA
Generating prediction heatmap for Contaminant: PFHpA
Generating prediction heatmap for Contaminant: PFHpS
Generating prediction heatmap for Contaminant: PFHxA
Generating prediction heatmap for Contaminant: PFHxS
Generating prediction heatmap for Contaminant: PFMBA
Generating prediction heatmap for Contaminant: PFMPA
Generating prediction heatmap for Contaminant: PFNA
Generating prediction heatmap for Contaminant: PFOA
Generating prediction heatmap for Contaminant: PFOS
Generating prediction heatmap for Contaminant: PFPeA
Generating prediction heatmap for Contaminant: PFPeS
Generating prediction heatmap for Contaminant: PFTA
Generating prediction heatmap for Contaminant: PFTrDA
Generating prediction heatmap for Contaminant: PFUnA
Generating prediction heatmap for Contaminant: alpha-hexachlorocyclohexane
Generating prediction heatmap for Contaminant: anatoxin-a
Generating prediction heatmap for Contaminant: bromomethane
Generating prediction heatmap for Contaminant: butylated hydroxyanisole
Generating prediction heatmap for Contaminant: chlorate
Generating prediction heatmap for Contaminant: chloromethane
Generating prediction heatmap for Contaminant: chlorpyrifos
Generating prediction heatmap for Contaminant: chromium
Generating prediction heatmap for Contaminant: chromium-6
Generating prediction heatmap for Contaminant: cobalt
Generating prediction heatmap for Contaminant: cylindrospermopsin
Generating prediction heatmap for Contaminant: dimethipin
Generating prediction heatmap for Contaminant: equilin
Generating prediction heatmap for Contaminant: estriol
Generating prediction heatmap for Contaminant: estrone
Generating prediction heatmap for Contaminant: ethoprop
Generating prediction heatmap for Contaminant: germanium
Generating prediction heatmap for Contaminant: lithium
Generating prediction heatmap for Contaminant: manganese
Generating prediction heatmap for Contaminant: molybdenum
Generating prediction heatmap for Contaminant: n-propylbenzene
Generating prediction heatmap for Contaminant: o-toluidine
Generating prediction heatmap for Contaminant: oxyfluorfen
Generating prediction heatmap for Contaminant: profenofos
Generating prediction heatmap for Contaminant: quinoline
Generating prediction heatmap for Contaminant: sec-butylbenzene
Generating prediction heatmap for Contaminant: strontium
Generating prediction heatmap for Contaminant: tebuconazole
Generating prediction heatmap for Contaminant: tellurium
Generating prediction heatmap for Contaminant: testosterone
Generating prediction heatmap for Contaminant: total microcystins
Generating prediction heatmap for Contaminant: total permethrin
Generating prediction heatmap for Contaminant: tribufos
Generating prediction heatmap for Contaminant: vanadium
Prediction heatmaps saved to the 'output_heatmaps' directory.
shutil.make_archive('prediction_heatmaps', 'zip', 'output_heatmaps')
files.download('prediction_heatmaps.zip')